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<p><br><br><br> This document gives a few suggestions to analyse a
dataset composed by two numeric variables. It considers the price of
1460 apartements (<code>SalePrice</code>) and their ground living area
(<code>GrLivArea</code>). <br><br> This dataset comes from a <a
href="https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data">kaggle</a>
machine learning competition. The two variables studied here are
available on <a
href="https://github.com/holtzy/data_to_viz/tree/master/Example_dataset">Github
repository</a>. Basically it looks like the table beside.</p>
</div>
<div class="col-md-4">
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># Libraries</span></span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span>
<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a><span class="fu">library</span>(hrbrthemes)</span>
<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="fu">library</span>(kableExtra)</span>
<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a><span class="fu">options</span>(<span class="at">knitr.table.format =</span> <span class="st">&quot;html&quot;</span>)</span>
<span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a><span class="fu">library</span>(viridis)</span>
<span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="fu">library</span>(ggExtra)</span>
<span id="cb1-8"><a href="#cb1-8" tabindex="-1"></a><span class="fu">library</span>(patchwork)</span>
<span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a></span>
<span id="cb1-10"><a href="#cb1-10" tabindex="-1"></a><span class="co"># Load dataset from github</span></span>
<span id="cb1-11"><a href="#cb1-11" tabindex="-1"></a>data <span class="ot">&lt;-</span> <span class="fu">read.table</span>(<span class="st">&quot;https://raw.githubusercontent.com/holtzy/data_to_viz/master/Example_dataset/2_TwoNum.csv&quot;</span>, <span class="at">header=</span>T, <span class="at">sep=</span><span class="st">&quot;,&quot;</span>) <span class="sc">%&gt;%</span> <span class="fu">select</span>(GrLivArea, SalePrice)</span>
<span id="cb1-12"><a href="#cb1-12" tabindex="-1"></a></span>
<span id="cb1-13"><a href="#cb1-13" tabindex="-1"></a><span class="co"># show data</span></span>
<span id="cb1-14"><a href="#cb1-14" tabindex="-1"></a>data <span class="sc">%&gt;%</span> <span class="fu">head</span>(<span class="dv">6</span>) <span class="sc">%&gt;%</span> <span class="fu">kable</span>() <span class="sc">%&gt;%</span></span>
<span id="cb1-15"><a href="#cb1-15" tabindex="-1"></a>  <span class="fu">kable_styling</span>(<span class="at">bootstrap_options =</span> <span class="st">&quot;striped&quot;</span>, <span class="at">full_width =</span> F)</span></code></pre></div>
<table class="table table-striped" style="width: auto !important; margin-left: auto; margin-right: auto;">
<thead>
<tr>
<th style="text-align:right;">
GrLivArea
</th>
<th style="text-align:right;">
SalePrice
</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:right;">
1710
</td>
<td style="text-align:right;">
208500
</td>
</tr>
<tr>
<td style="text-align:right;">
1262
</td>
<td style="text-align:right;">
181500
</td>
</tr>
<tr>
<td style="text-align:right;">
1786
</td>
<td style="text-align:right;">
223500
</td>
</tr>
<tr>
<td style="text-align:right;">
1717
</td>
<td style="text-align:right;">
140000
</td>
</tr>
<tr>
<td style="text-align:right;">
2198
</td>
<td style="text-align:right;">
250000
</td>
</tr>
<tr>
<td style="text-align:right;">
1362
</td>
<td style="text-align:right;">
143000
</td>
</tr>
</tbody>
</table>
</div>
</div>
<p>#Distribution *** As usual when working with numeric variables, it is
always a good practice to check their distributions. Here Prices and
Ground living areas are on two different scales so it makes sense to
study them in two different graphics. This can be done using a <a
href="">histogram</a> or a <a href="">density plot</a>.</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a>p1 <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea)) <span class="sc">+</span></span>
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a>    <span class="fu">geom_histogram</span>(<span class="at">fill=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">color=</span><span class="st">&quot;#e9ecef&quot;</span>, <span class="at">alpha=</span><span class="fl">0.9</span>, <span class="at">bins=</span><span class="dv">50</span>) <span class="sc">+</span></span>
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Ground living area distribution&quot;</span>) <span class="sc">+</span></span>
<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb2-6"><a href="#cb2-6" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb2-7"><a href="#cb2-7" tabindex="-1"></a>      <span class="at">plot.title =</span> <span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>)</span>
<span id="cb2-8"><a href="#cb2-8" tabindex="-1"></a>    ) <span class="sc">+</span></span>
<span id="cb2-9"><a href="#cb2-9" tabindex="-1"></a>    <span class="fu">xlab</span>(<span class="st">&#39;area&#39;</span>)</span>
<span id="cb2-10"><a href="#cb2-10" tabindex="-1"></a></span>
<span id="cb2-11"><a href="#cb2-11" tabindex="-1"></a>p2 <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb2-12"><a href="#cb2-12" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>SalePrice<span class="sc">/</span><span class="dv">1000</span>)) <span class="sc">+</span></span>
<span id="cb2-13"><a href="#cb2-13" tabindex="-1"></a>    <span class="fu">geom_histogram</span>(<span class="at">fill=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">color=</span><span class="st">&quot;#e9ecef&quot;</span>, <span class="at">alpha=</span><span class="fl">0.9</span>, <span class="at">bins=</span><span class="dv">50</span>) <span class="sc">+</span></span>
<span id="cb2-14"><a href="#cb2-14" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Sale price distribution&quot;</span>) <span class="sc">+</span></span>
<span id="cb2-15"><a href="#cb2-15" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb2-16"><a href="#cb2-16" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb2-17"><a href="#cb2-17" tabindex="-1"></a>      <span class="at">plot.title =</span> <span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>)</span>
<span id="cb2-18"><a href="#cb2-18" tabindex="-1"></a>    )<span class="sc">+</span></span>
<span id="cb2-19"><a href="#cb2-19" tabindex="-1"></a>    <span class="fu">xlab</span>(<span class="st">&#39;Sale price (k$)&#39;</span>)</span>
<span id="cb2-20"><a href="#cb2-20" tabindex="-1"></a></span>
<span id="cb2-21"><a href="#cb2-21" tabindex="-1"></a>p1 <span class="sc">+</span> p2</span></code></pre></div>
<p><img src="TwoNum_files/figure-html/unnamed-chunk-2-1.png" width="90%" style="display: block; margin: auto;" /></p>
<p>This allows to understand that most of the prices range between 100
and 300 k$ with extreme values reaching 750 k$.</p>
<p>#Scatterplot *** The next step is to study the relationship between
the 2 variables. Basically to explore if there is a correlation between
sale price and living area. The first chart type to try in this case is
the <a href="">scatterplot</a>.</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a>data <span class="sc">%&gt;%</span></span>
<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea, <span class="at">y=</span>SalePrice<span class="sc">/</span><span class="dv">1000</span>)) <span class="sc">+</span></span>
<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a>    <span class="fu">geom_point</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>) <span class="sc">+</span></span>
<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Ground living area partially explains sale price of apartments&quot;</span>) <span class="sc">+</span></span>
<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a>      <span class="at">plot.title =</span> <span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>)</span>
<span id="cb3-8"><a href="#cb3-8" tabindex="-1"></a>    ) <span class="sc">+</span></span>
<span id="cb3-9"><a href="#cb3-9" tabindex="-1"></a>    <span class="fu">ylab</span>(<span class="st">&#39;Sale price (k$)&#39;</span>) <span class="sc">+</span></span>
<span id="cb3-10"><a href="#cb3-10" tabindex="-1"></a>    <span class="fu">xlab</span>(<span class="st">&#39;Ground living area&#39;</span>)</span></code></pre></div>
<p><img src="TwoNum_files/figure-html/unnamed-chunk-3-1.png" width="672" style="display: block; margin: auto;" />
It is quite obvious that there is a relationship between prices and
ground living area.</p>
<p>#Improving the scatter plot {.tabset} *** The previous graphic convey
most of the information efficiently. Still, there are a few
customizations that can be done to make the chart even more
insightful:</p>
<ul>
<li>Adding a <code>trend line</code> with confidence interval to
illustrate and clarify the relationship</li>
<li>Using an <code>interactive</code> version to get more information
concerning each data point.</li>
<li>Add <code>marginal distribution</code></li>
</ul>
<p><br></p>
<p>##Trend Help the reader seing the trend on the chart by showing it
explicitely. Several models exist to show a trend. A <a
href="https://en.wikipedia.org/wiki/Linear_regression">linear
regression</a> is used on the left plot, and a <a
href="https://en.wikipedia.org/wiki/Local_regression">local
regression</a> is used on the right. Showing the confindence interval is
a good practice as well.</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a>p <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea, <span class="at">y=</span>SalePrice<span class="sc">/</span><span class="dv">1000</span>)) <span class="sc">+</span></span>
<span id="cb4-3"><a href="#cb4-3" tabindex="-1"></a>    <span class="fu">geom_point</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>) <span class="sc">+</span></span>
<span id="cb4-4"><a href="#cb4-4" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb4-5"><a href="#cb4-5" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb4-6"><a href="#cb4-6" tabindex="-1"></a>      <span class="at">plot.title =</span> <span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>)</span>
<span id="cb4-7"><a href="#cb4-7" tabindex="-1"></a>    ) <span class="sc">+</span></span>
<span id="cb4-8"><a href="#cb4-8" tabindex="-1"></a>    <span class="fu">ylab</span>(<span class="st">&#39;Sale price (k$)&#39;</span>) <span class="sc">+</span></span>
<span id="cb4-9"><a href="#cb4-9" tabindex="-1"></a>    <span class="fu">xlab</span>(<span class="st">&#39;Ground living area&#39;</span>)</span>
<span id="cb4-10"><a href="#cb4-10" tabindex="-1"></a></span>
<span id="cb4-11"><a href="#cb4-11" tabindex="-1"></a>p1 <span class="ot">&lt;-</span> p <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Linear regression&quot;</span>) <span class="sc">+</span></span>
<span id="cb4-12"><a href="#cb4-12" tabindex="-1"></a>    <span class="fu">geom_smooth</span>(<span class="at">method=</span><span class="st">&#39;lm&#39;</span>, <span class="at">color=</span><span class="st">&quot;black&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>, <span class="at">size=</span><span class="fl">0.5</span>, <span class="at">fill=</span><span class="st">&quot;skyblue&quot;</span>, <span class="at">se=</span><span class="cn">FALSE</span>)</span></code></pre></div>
<pre><code>## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.</code></pre>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a>p2 <span class="ot">&lt;-</span> p <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Loess&quot;</span>) <span class="sc">+</span></span>
<span id="cb6-2"><a href="#cb6-2" tabindex="-1"></a>    <span class="fu">geom_smooth</span>(<span class="at">method=</span><span class="st">&#39;loess&#39;</span>, <span class="at">color=</span><span class="st">&quot;black&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>, <span class="at">size=</span><span class="fl">0.5</span>, <span class="at">fill=</span><span class="st">&quot;skyblue&quot;</span>)</span>
<span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a></span>
<span id="cb6-4"><a href="#cb6-4" tabindex="-1"></a>p1 <span class="sc">+</span> p2</span></code></pre></div>
<pre><code>## `geom_smooth()` using formula = &#39;y ~ x&#39;
## `geom_smooth()` using formula = &#39;y ~ x&#39;</code></pre>
<p><img src="TwoNum_files/figure-html/unnamed-chunk-4-1.png" width="90%" style="display: block; margin: auto;" /></p>
<p>##Interactivity Scatter plot is probably the chart type for which it
makes the most sense to use interactivity. For instance, it allows to
hover a dot to have more information about it. It allows to zoom on a
specific part of the chart as well.</p>
<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="co"># Plotly allows to turn any ggplot2 graphic interactive</span></span>
<span id="cb8-2"><a href="#cb8-2" tabindex="-1"></a><span class="fu">library</span>(plotly)</span>
<span id="cb8-3"><a href="#cb8-3" tabindex="-1"></a></span>
<span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a>p <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb8-5"><a href="#cb8-5" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">text=</span><span class="fu">paste</span>(<span class="st">&quot;Apartment Number: &quot;</span>, <span class="fu">seq</span>(<span class="dv">1</span><span class="sc">:</span><span class="fu">nrow</span>(data)), <span class="st">&quot;</span><span class="sc">\n</span><span class="st">Location: New York</span><span class="sc">\n</span><span class="st">Any other information you need..&quot;</span>, <span class="at">sep=</span><span class="st">&quot;&quot;</span>)) <span class="sc">%&gt;%</span></span>
<span id="cb8-6"><a href="#cb8-6" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea, <span class="at">y=</span>SalePrice<span class="sc">/</span><span class="dv">1000</span>, <span class="at">text=</span>text)) <span class="sc">+</span></span>
<span id="cb8-7"><a href="#cb8-7" tabindex="-1"></a>    <span class="fu">geom_point</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>) <span class="sc">+</span></span>
<span id="cb8-8"><a href="#cb8-8" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Ground living area partially explains sale price of apartments&quot;</span>) <span class="sc">+</span></span>
<span id="cb8-9"><a href="#cb8-9" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb8-10"><a href="#cb8-10" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb8-11"><a href="#cb8-11" tabindex="-1"></a>      <span class="at">plot.title =</span> <span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>)</span>
<span id="cb8-12"><a href="#cb8-12" tabindex="-1"></a>    ) <span class="sc">+</span></span>
<span id="cb8-13"><a href="#cb8-13" tabindex="-1"></a>    <span class="fu">ylab</span>(<span class="st">&#39;Sale price (k$)&#39;</span>) <span class="sc">+</span></span>
<span id="cb8-14"><a href="#cb8-14" tabindex="-1"></a>    <span class="fu">xlab</span>(<span class="st">&#39;Ground living area&#39;</span>)</span>
<span id="cb8-15"><a href="#cb8-15" tabindex="-1"></a></span>
<span id="cb8-16"><a href="#cb8-16" tabindex="-1"></a><span class="fu">ggplotly</span>(p, <span class="at">tooltip=</span><span class="st">&quot;text&quot;</span>)</span></code></pre></div>
<div class="plotly html-widget html-fill-item" id="htmlwidget-0e66ca75926b159b4bbc" style="width:672px;height:480px;"></div>
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Number: 1<br />Location: New York<br />Any other information you need..","Apartment Number: 2<br />Location: New York<br />Any other information you need..","Apartment Number: 3<br />Location: New York<br />Any other information you need..","Apartment Number: 4<br />Location: New York<br />Any other information you need..","Apartment Number: 5<br />Location: New York<br />Any other information you need..","Apartment Number: 6<br />Location: New York<br />Any other information you need..","Apartment Number: 7<br />Location: New York<br />Any other information you need..","Apartment Number: 8<br />Location: New York<br />Any other information you need..","Apartment Number: 9<br />Location: New York<br />Any other information you need..","Apartment Number: 10<br />Location: New York<br />Any other information you need..","Apartment Number: 11<br />Location: New York<br />Any other information you need..","Apartment Number: 12<br />Location: New York<br />Any other information you need..","Apartment Number: 13<br />Location: New York<br />Any other information you need..","Apartment Number: 14<br />Location: New York<br />Any other information you need..","Apartment Number: 15<br />Location: New York<br />Any other information you need..","Apartment Number: 16<br />Location: New York<br />Any other information you need..","Apartment Number: 17<br />Location: New York<br />Any other information you need..","Apartment Number: 18<br />Location: New York<br />Any other information you need..","Apartment Number: 19<br />Location: New York<br />Any other information you need..","Apartment Number: 20<br />Location: New York<br />Any other information you need..","Apartment Number: 21<br />Location: New York<br />Any other information you need..","Apartment Number: 22<br />Location: New York<br />Any other information you need..","Apartment Number: 23<br />Location: New York<br />Any other information you need..","Apartment Number: 24<br />Location: New York<br />Any other information you need..","Apartment Number: 25<br />Location: New York<br />Any other information you need..","Apartment Number: 26<br />Location: New York<br />Any other information you need..","Apartment Number: 27<br />Location: New York<br />Any other information you need..","Apartment Number: 28<br />Location: New York<br />Any other information you need..","Apartment Number: 29<br />Location: New York<br />Any other information you need..","Apartment Number: 30<br />Location: New York<br />Any other information you need..","Apartment Number: 31<br />Location: New York<br />Any other information you need..","Apartment Number: 32<br />Location: New York<br />Any other information you need..","Apartment Number: 33<br />Location: New York<br />Any other information you need..","Apartment Number: 34<br />Location: New York<br />Any other information you need..","Apartment Number: 35<br />Location: New York<br />Any other information you need..","Apartment Number: 36<br />Location: New York<br />Any other information you need..","Apartment Number: 37<br />Location: New York<br />Any other information you need..","Apartment Number: 38<br />Location: New York<br />Any other information you need..","Apartment Number: 39<br />Location: New York<br />Any other information you need..","Apartment Number: 40<br />Location: New York<br />Any other information you need..","Apartment Number: 41<br />Location: New York<br />Any other information you need..","Apartment Number: 42<br />Location: New York<br />Any other information you need..","Apartment Number: 43<br />Location: New York<br />Any other information you need..","Apartment Number: 44<br />Location: New York<br />Any other information you need..","Apartment Number: 45<br />Location: New York<br />Any other information you need..","Apartment Number: 46<br />Location: New York<br />Any other information you need..","Apartment Number: 47<br />Location: New York<br />Any other information you need..","Apartment Number: 48<br />Location: New York<br />Any other information you need..","Apartment Number: 49<br />Location: New York<br />Any other information you need..","Apartment Number: 50<br />Location: New York<br />Any other information you need..","Apartment Number: 51<br />Location: New York<br />Any other information you need..","Apartment Number: 52<br />Location: New York<br />Any other information you need..","Apartment Number: 53<br />Location: New York<br />Any other information you need..","Apartment Number: 54<br />Location: New York<br />Any other information you need..","Apartment Number: 55<br />Location: New York<br />Any other information you need..","Apartment Number: 56<br />Location: New York<br />Any other information you need..","Apartment Number: 57<br />Location: New York<br />Any other information you need..","Apartment Number: 58<br />Location: New York<br />Any other information you need..","Apartment Number: 59<br />Location: New York<br />Any other information you need..","Apartment Number: 60<br />Location: New York<br />Any other information you need..","Apartment Number: 61<br />Location: New York<br />Any other information you need..","Apartment Number: 62<br />Location: New York<br />Any other information you need..","Apartment Number: 63<br />Location: New York<br />Any other information you need..","Apartment Number: 64<br />Location: New York<br />Any other information you need..","Apartment Number: 65<br />Location: New York<br />Any other information you need..","Apartment Number: 66<br />Location: New York<br />Any other information you need..","Apartment Number: 67<br />Location: New York<br />Any other information you need..","Apartment Number: 68<br />Location: New York<br />Any other information you need..","Apartment Number: 69<br />Location: New York<br />Any other information you need..","Apartment Number: 70<br />Location: New York<br />Any other information you need..","Apartment Number: 71<br />Location: New York<br />Any other information you need..","Apartment Number: 72<br />Location: New York<br />Any other information you need..","Apartment Number: 73<br />Location: New York<br />Any other information you need..","Apartment Number: 74<br />Location: New York<br />Any other information you need..","Apartment Number: 75<br />Location: New York<br />Any other information you need..","Apartment Number: 76<br />Location: New York<br />Any other information you need..","Apartment Number: 77<br />Location: New York<br />Any other information you need..","Apartment Number: 78<br />Location: New York<br />Any other information you need..","Apartment Number: 79<br />Location: New York<br />Any other information you need..","Apartment Number: 80<br />Location: New York<br />Any other information you need..","Apartment Number: 81<br />Location: New York<br />Any other information you need..","Apartment Number: 82<br />Location: New York<br />Any other information you need..","Apartment Number: 83<br />Location: New York<br />Any other information you need..","Apartment Number: 84<br />Location: New York<br />Any other information you need..","Apartment Number: 85<br />Location: New York<br />Any other information you need..","Apartment Number: 86<br />Location: New York<br />Any other information you need..","Apartment Number: 87<br />Location: New York<br />Any other information you need..","Apartment Number: 88<br />Location: New York<br />Any other information you need..","Apartment Number: 89<br />Location: New York<br />Any other information you need..","Apartment Number: 90<br />Location: New York<br />Any other information you need..","Apartment Number: 91<br />Location: New York<br />Any other information you need..","Apartment Number: 92<br />Location: New York<br />Any other information you need..","Apartment Number: 93<br />Location: New York<br />Any other information you need..","Apartment Number: 94<br />Location: New York<br />Any other information you need..","Apartment Number: 95<br />Location: New York<br />Any other information you need..","Apartment Number: 96<br />Location: New York<br />Any other information you need..","Apartment Number: 97<br />Location: New York<br />Any other information you need..","Apartment Number: 98<br />Location: New York<br />Any other information you need..","Apartment Number: 99<br />Location: New York<br />Any other information you need..","Apartment Number: 100<br />Location: New York<br />Any other information you need..","Apartment Number: 101<br />Location: New York<br />Any other information you need..","Apartment Number: 102<br />Location: New York<br />Any other information you need..","Apartment Number: 103<br />Location: New York<br />Any other information you need..","Apartment Number: 104<br />Location: New York<br />Any other information you need..","Apartment Number: 105<br />Location: New York<br />Any other information you need..","Apartment Number: 106<br />Location: New York<br />Any other information you need..","Apartment Number: 107<br />Location: New York<br />Any other information you need..","Apartment Number: 108<br />Location: New York<br />Any other information you need..","Apartment Number: 109<br />Location: New York<br />Any other information you need..","Apartment Number: 110<br />Location: New York<br />Any other information you need..","Apartment Number: 111<br />Location: New York<br />Any other information you need..","Apartment Number: 112<br />Location: New York<br />Any other information you need..","Apartment Number: 113<br />Location: New York<br />Any other information you need..","Apartment Number: 114<br />Location: New York<br />Any other information you need..","Apartment Number: 115<br />Location: New York<br />Any other information you need..","Apartment Number: 116<br />Location: New York<br />Any other information you need..","Apartment Number: 117<br />Location: New York<br />Any other information you need..","Apartment Number: 118<br />Location: New York<br />Any other information you need..","Apartment Number: 119<br />Location: New York<br />Any other information you need..","Apartment Number: 120<br />Location: New York<br />Any other information you need..","Apartment Number: 121<br />Location: New York<br />Any other information you need..","Apartment Number: 122<br />Location: New York<br />Any other information you need..","Apartment Number: 123<br />Location: New York<br />Any other information you need..","Apartment Number: 124<br />Location: New York<br />Any other information you need..","Apartment Number: 125<br />Location: New York<br />Any other information you need..","Apartment Number: 126<br />Location: New York<br />Any other information you need..","Apartment Number: 127<br />Location: New York<br />Any other information you need..","Apartment Number: 128<br />Location: New York<br />Any other information you need..","Apartment Number: 129<br />Location: New York<br />Any other information you need..","Apartment Number: 130<br />Location: New York<br />Any other information you need..","Apartment Number: 131<br />Location: New York<br />Any other information you need..","Apartment Number: 132<br />Location: New York<br />Any other information you need..","Apartment Number: 133<br />Location: New York<br />Any other information you need..","Apartment Number: 134<br />Location: New York<br />Any other information you need..","Apartment Number: 135<br />Location: New York<br />Any other information you need..","Apartment Number: 136<br />Location: New York<br />Any other information you need..","Apartment Number: 137<br />Location: New York<br />Any other information you need..","Apartment Number: 138<br />Location: New York<br />Any other information you need..","Apartment Number: 139<br />Location: New York<br />Any other information you need..","Apartment Number: 140<br />Location: New York<br />Any other information you need..","Apartment Number: 141<br />Location: New York<br />Any other information you need..","Apartment Number: 142<br />Location: New York<br />Any other information you need..","Apartment Number: 143<br />Location: New York<br />Any other information you need..","Apartment Number: 144<br />Location: New York<br />Any other information you need..","Apartment Number: 145<br />Location: New York<br />Any other information you need..","Apartment Number: 146<br />Location: New York<br />Any other information you need..","Apartment Number: 147<br />Location: New York<br />Any other information you need..","Apartment Number: 148<br />Location: New York<br />Any other information you need..","Apartment Number: 149<br />Location: New York<br />Any other information you need..","Apartment Number: 150<br />Location: New York<br />Any other information you need..","Apartment Number: 151<br />Location: New York<br />Any other information you need..","Apartment Number: 152<br />Location: New York<br />Any other information you need..","Apartment Number: 153<br />Location: New York<br />Any other information you need..","Apartment Number: 154<br />Location: New York<br />Any other information you need..","Apartment Number: 155<br />Location: New York<br />Any other information you need..","Apartment Number: 156<br />Location: New York<br />Any other information you need..","Apartment Number: 157<br />Location: New York<br />Any other information you need..","Apartment Number: 158<br />Location: New York<br />Any other information you need..","Apartment Number: 159<br />Location: New York<br />Any other information you need..","Apartment Number: 160<br />Location: New York<br />Any other information you need..","Apartment Number: 161<br />Location: New York<br />Any other information you need..","Apartment Number: 162<br />Location: New York<br />Any other information you need..","Apartment Number: 163<br />Location: New York<br />Any other information you need..","Apartment Number: 164<br />Location: New York<br />Any other information you need..","Apartment Number: 165<br />Location: New York<br />Any other information you need..","Apartment Number: 166<br />Location: New York<br />Any other information you need..","Apartment Number: 167<br />Location: New York<br />Any other information you need..","Apartment Number: 168<br />Location: New York<br />Any other information you need..","Apartment Number: 169<br />Location: New York<br />Any other information you need..","Apartment Number: 170<br />Location: New York<br />Any other information you need..","Apartment Number: 171<br />Location: New York<br />Any other information you need..","Apartment Number: 172<br />Location: New York<br />Any other information you need..","Apartment Number: 173<br />Location: New York<br />Any other information you need..","Apartment Number: 174<br />Location: New York<br />Any other information you need..","Apartment Number: 175<br />Location: New York<br />Any other information you need..","Apartment Number: 176<br />Location: New York<br />Any other information you need..","Apartment Number: 177<br />Location: New York<br />Any other information you need..","Apartment Number: 178<br />Location: New York<br />Any other information you need..","Apartment Number: 179<br />Location: New York<br />Any other information you need..","Apartment Number: 180<br />Location: New York<br />Any other information you need..","Apartment Number: 181<br />Location: New York<br />Any other information you need..","Apartment Number: 182<br />Location: New York<br />Any other information you need..","Apartment Number: 183<br />Location: New York<br />Any other information you need..","Apartment Number: 184<br />Location: New York<br />Any other information you need..","Apartment Number: 185<br />Location: New York<br />Any other information you need..","Apartment Number: 186<br />Location: New York<br />Any other information you need..","Apartment Number: 187<br />Location: New York<br />Any other information you need..","Apartment Number: 188<br />Location: New York<br />Any other information you need..","Apartment Number: 189<br />Location: New York<br />Any other information you need..","Apartment Number: 190<br />Location: New York<br />Any other information you need..","Apartment Number: 191<br />Location: New York<br />Any other information you need..","Apartment Number: 192<br />Location: New York<br />Any other information you need..","Apartment Number: 193<br />Location: New York<br />Any other information you need..","Apartment Number: 194<br />Location: New York<br />Any other information you need..","Apartment Number: 195<br />Location: New York<br />Any other information you need..","Apartment Number: 196<br />Location: New York<br />Any other information you need..","Apartment Number: 197<br />Location: New York<br />Any other information you need..","Apartment Number: 198<br />Location: New York<br />Any other information you need..","Apartment Number: 199<br />Location: New York<br />Any other information you need..","Apartment Number: 200<br />Location: New York<br />Any other information you need..","Apartment Number: 201<br />Location: New York<br />Any other information you need..","Apartment Number: 202<br />Location: New York<br />Any other information you need..","Apartment Number: 203<br />Location: New York<br />Any other information you need..","Apartment Number: 204<br />Location: New York<br />Any other information you need..","Apartment Number: 205<br />Location: New York<br />Any other information you need..","Apartment Number: 206<br />Location: New York<br />Any other information you need..","Apartment Number: 207<br />Location: New York<br />Any other information you need..","Apartment Number: 208<br />Location: New York<br />Any other information you need..","Apartment Number: 209<br />Location: New York<br />Any other information you need..","Apartment Number: 210<br />Location: New York<br />Any other information you need..","Apartment Number: 211<br />Location: New York<br />Any other information you need..","Apartment Number: 212<br />Location: New York<br />Any other information you need..","Apartment Number: 213<br />Location: New York<br />Any other information you need..","Apartment Number: 214<br />Location: New York<br />Any other information you need..","Apartment Number: 215<br />Location: New York<br />Any other information you need..","Apartment Number: 216<br />Location: New York<br />Any other information you need..","Apartment Number: 217<br />Location: New York<br />Any other information you need..","Apartment Number: 218<br />Location: New York<br />Any other information you need..","Apartment Number: 219<br />Location: New York<br />Any other information you need..","Apartment Number: 220<br />Location: New York<br />Any other information you need..","Apartment Number: 221<br />Location: New York<br />Any other information you need..","Apartment Number: 222<br />Location: New York<br />Any other information you need..","Apartment Number: 223<br />Location: New York<br />Any other information you need..","Apartment Number: 224<br />Location: New York<br />Any other information you need..","Apartment Number: 225<br />Location: New York<br />Any other information you need..","Apartment Number: 226<br />Location: New York<br />Any other information you need..","Apartment Number: 227<br />Location: New York<br />Any other information you need..","Apartment Number: 228<br />Location: New York<br />Any other information you need..","Apartment Number: 229<br />Location: New York<br />Any other information you need..","Apartment Number: 230<br />Location: New York<br />Any other information you need..","Apartment Number: 231<br />Location: New York<br />Any other information you need..","Apartment Number: 232<br />Location: New York<br />Any other information you need..","Apartment Number: 233<br />Location: New York<br />Any other information you need..","Apartment Number: 234<br />Location: New York<br />Any other information you need..","Apartment Number: 235<br />Location: New York<br />Any other information you need..","Apartment Number: 236<br />Location: New York<br />Any other information you need..","Apartment Number: 237<br />Location: New York<br />Any other information you need..","Apartment Number: 238<br />Location: New York<br />Any other information you need..","Apartment Number: 239<br />Location: New York<br />Any other information you need..","Apartment Number: 240<br />Location: New York<br />Any other information you need..","Apartment Number: 241<br />Location: New York<br />Any other information you need..","Apartment Number: 242<br />Location: New York<br />Any other information you need..","Apartment Number: 243<br />Location: New York<br />Any other information you need..","Apartment Number: 244<br />Location: New York<br />Any other information you need..","Apartment Number: 245<br />Location: New York<br />Any other information you need..","Apartment Number: 246<br />Location: New York<br />Any other information you need..","Apartment Number: 247<br />Location: New York<br />Any other information you need..","Apartment Number: 248<br />Location: New York<br />Any other information you need..","Apartment Number: 249<br />Location: New York<br />Any other information you need..","Apartment Number: 250<br />Location: New York<br />Any other information you need..","Apartment Number: 251<br />Location: New York<br />Any other information you need..","Apartment Number: 252<br />Location: New York<br />Any other information you need..","Apartment Number: 253<br />Location: New York<br />Any other information you need..","Apartment Number: 254<br />Location: New York<br />Any other information you need..","Apartment Number: 255<br />Location: New York<br />Any other information you need..","Apartment Number: 256<br />Location: New York<br />Any other information you need..","Apartment Number: 257<br />Location: New York<br />Any other information you need..","Apartment Number: 258<br />Location: New York<br />Any other information you need..","Apartment Number: 259<br />Location: New York<br />Any other information you need..","Apartment Number: 260<br />Location: New York<br />Any other information you need..","Apartment Number: 261<br />Location: New York<br />Any other information you need..","Apartment Number: 262<br />Location: New York<br />Any other information you need..","Apartment Number: 263<br />Location: New York<br />Any other information you need..","Apartment Number: 264<br />Location: New York<br />Any other information you need..","Apartment Number: 265<br />Location: New York<br />Any other information you need..","Apartment Number: 266<br />Location: New York<br />Any other information you need..","Apartment Number: 267<br />Location: New York<br />Any other information you need..","Apartment Number: 268<br />Location: New York<br />Any other information you need..","Apartment Number: 269<br />Location: New York<br />Any other information you need..","Apartment Number: 270<br />Location: New York<br />Any other information you need..","Apartment Number: 271<br />Location: New York<br />Any other information you need..","Apartment Number: 272<br />Location: New York<br />Any other information you need..","Apartment Number: 273<br />Location: New York<br />Any other information you need..","Apartment Number: 274<br />Location: New York<br />Any other information you need..","Apartment Number: 275<br />Location: New York<br />Any other information you need..","Apartment Number: 276<br />Location: New York<br />Any other information you need..","Apartment Number: 277<br />Location: New York<br />Any other information you need..","Apartment Number: 278<br />Location: New York<br />Any other information you need..","Apartment Number: 279<br />Location: New York<br />Any other information you need..","Apartment Number: 280<br />Location: New York<br />Any other information you need..","Apartment Number: 281<br />Location: New York<br />Any other information you need..","Apartment Number: 282<br />Location: New York<br />Any other information you need..","Apartment Number: 283<br />Location: New York<br />Any other information you need..","Apartment Number: 284<br />Location: New York<br />Any other information you need..","Apartment Number: 285<br />Location: New York<br />Any other information you need..","Apartment Number: 286<br />Location: New York<br />Any other information you need..","Apartment Number: 287<br />Location: New York<br />Any other information you need..","Apartment Number: 288<br />Location: New York<br />Any other information you need..","Apartment Number: 289<br />Location: New York<br />Any other information you need..","Apartment Number: 290<br />Location: New York<br />Any other information you need..","Apartment Number: 291<br />Location: New York<br />Any other information you need..","Apartment Number: 292<br />Location: New York<br />Any other information you need..","Apartment Number: 293<br />Location: New York<br />Any other information you need..","Apartment Number: 294<br />Location: New York<br />Any other information you need..","Apartment Number: 295<br />Location: New York<br />Any other information you need..","Apartment Number: 296<br />Location: New York<br />Any other information you need..","Apartment Number: 297<br />Location: New York<br />Any other information you need..","Apartment Number: 298<br />Location: New York<br />Any other information you need..","Apartment Number: 299<br />Location: New York<br />Any other information you need..","Apartment Number: 300<br />Location: New York<br />Any other information you need..","Apartment Number: 301<br />Location: New York<br />Any other information you need..","Apartment Number: 302<br />Location: New York<br />Any other information you need..","Apartment Number: 303<br />Location: New York<br />Any other information you need..","Apartment Number: 304<br />Location: New York<br />Any other information you need..","Apartment Number: 305<br />Location: New York<br />Any other information you need..","Apartment Number: 306<br />Location: New York<br />Any other information you need..","Apartment Number: 307<br />Location: New York<br />Any other information you need..","Apartment Number: 308<br />Location: New York<br />Any other information you need..","Apartment Number: 309<br />Location: New York<br />Any other information you need..","Apartment Number: 310<br />Location: New York<br />Any other information you need..","Apartment Number: 311<br />Location: New York<br />Any other information you need..","Apartment Number: 312<br />Location: New York<br />Any other information you need..","Apartment Number: 313<br />Location: New York<br />Any other information you need..","Apartment Number: 314<br />Location: New York<br />Any other information you need..","Apartment Number: 315<br />Location: New York<br />Any other information you need..","Apartment Number: 316<br />Location: New York<br />Any other information you need..","Apartment Number: 317<br />Location: New York<br />Any other information you need..","Apartment Number: 318<br />Location: New York<br />Any other information you need..","Apartment Number: 319<br />Location: New York<br />Any other information you need..","Apartment Number: 320<br />Location: New York<br />Any other information you need..","Apartment Number: 321<br />Location: New York<br />Any other information you need..","Apartment Number: 322<br />Location: New York<br />Any other information you need..","Apartment Number: 323<br />Location: New York<br />Any other information you need..","Apartment Number: 324<br />Location: New York<br />Any other information you need..","Apartment Number: 325<br />Location: New York<br />Any other information you need..","Apartment Number: 326<br />Location: New York<br />Any other information you need..","Apartment Number: 327<br />Location: New York<br />Any other information you need..","Apartment Number: 328<br />Location: New York<br />Any other information you need..","Apartment Number: 329<br />Location: New York<br />Any other information you need..","Apartment Number: 330<br />Location: New York<br />Any other information you need..","Apartment Number: 331<br />Location: New York<br />Any other information you need..","Apartment Number: 332<br />Location: New York<br />Any other information you need..","Apartment Number: 333<br />Location: New York<br />Any other information you need..","Apartment Number: 334<br />Location: New York<br />Any other information you need..","Apartment Number: 335<br />Location: New York<br />Any other information you need..","Apartment Number: 336<br />Location: New York<br />Any other information you need..","Apartment Number: 337<br />Location: New York<br />Any other information you need..","Apartment Number: 338<br />Location: New York<br />Any other information you need..","Apartment Number: 339<br />Location: New York<br />Any other information you need..","Apartment Number: 340<br />Location: New York<br />Any other information you need..","Apartment Number: 341<br />Location: New York<br />Any other information you need..","Apartment Number: 342<br />Location: New York<br />Any other information you need..","Apartment Number: 343<br />Location: New York<br />Any other information you need..","Apartment Number: 344<br />Location: New York<br />Any other information you need..","Apartment Number: 345<br />Location: New York<br />Any other information you need..","Apartment Number: 346<br />Location: New York<br />Any other information you need..","Apartment Number: 347<br />Location: New York<br />Any other information you need..","Apartment Number: 348<br />Location: New York<br />Any other information you need..","Apartment Number: 349<br />Location: New York<br />Any other information you need..","Apartment Number: 350<br />Location: New York<br />Any other information you need..","Apartment Number: 351<br />Location: New York<br />Any other information you need..","Apartment Number: 352<br />Location: New York<br />Any other information you need..","Apartment Number: 353<br />Location: New York<br />Any other information you need..","Apartment Number: 354<br />Location: New York<br />Any other information you need..","Apartment Number: 355<br />Location: New York<br />Any other information you need..","Apartment Number: 356<br />Location: New York<br />Any other information you need..","Apartment Number: 357<br />Location: New York<br />Any other information you need..","Apartment Number: 358<br />Location: New York<br />Any other information you need..","Apartment Number: 359<br />Location: New York<br />Any other information you need..","Apartment Number: 360<br />Location: New York<br />Any other information you need..","Apartment Number: 361<br />Location: New York<br />Any other information you need..","Apartment Number: 362<br />Location: New York<br />Any other information you need..","Apartment Number: 363<br />Location: New York<br />Any other information you need..","Apartment Number: 364<br />Location: New York<br />Any other information you need..","Apartment Number: 365<br />Location: New York<br />Any other information you need..","Apartment Number: 366<br />Location: New York<br />Any other information you need..","Apartment Number: 367<br />Location: New York<br />Any other information you need..","Apartment Number: 368<br />Location: New York<br />Any other information you need..","Apartment Number: 369<br />Location: New York<br />Any other information you need..","Apartment Number: 370<br />Location: New York<br />Any other information you need..","Apartment Number: 371<br />Location: New York<br />Any other information you need..","Apartment Number: 372<br />Location: New York<br />Any other information you need..","Apartment Number: 373<br />Location: New York<br />Any other information you need..","Apartment Number: 374<br />Location: New York<br />Any other information you need..","Apartment Number: 375<br />Location: New York<br />Any other information you need..","Apartment Number: 376<br />Location: New York<br />Any other information you need..","Apartment Number: 377<br />Location: New York<br />Any other information you need..","Apartment Number: 378<br />Location: New York<br />Any other information you need..","Apartment Number: 379<br />Location: New York<br />Any other information you need..","Apartment Number: 380<br />Location: New York<br />Any other information you need..","Apartment Number: 381<br />Location: New York<br />Any other information you need..","Apartment Number: 382<br />Location: New York<br />Any other information you need..","Apartment Number: 383<br />Location: New York<br />Any other information you need..","Apartment Number: 384<br />Location: New York<br />Any other information you need..","Apartment Number: 385<br />Location: New York<br />Any other information you need..","Apartment Number: 386<br />Location: New York<br />Any other information you need..","Apartment Number: 387<br />Location: New York<br />Any other information you need..","Apartment Number: 388<br />Location: New York<br />Any other information you need..","Apartment Number: 389<br />Location: New York<br />Any other information you need..","Apartment Number: 390<br />Location: New York<br />Any other information you need..","Apartment Number: 391<br />Location: New York<br />Any other information you need..","Apartment Number: 392<br />Location: New York<br />Any other information you need..","Apartment Number: 393<br />Location: New York<br />Any other information you need..","Apartment Number: 394<br />Location: New York<br />Any other information you need..","Apartment Number: 395<br />Location: New York<br />Any other information you need..","Apartment Number: 396<br />Location: New York<br />Any other information you need..","Apartment Number: 397<br />Location: New York<br />Any other information you need..","Apartment Number: 398<br />Location: New York<br />Any other information you need..","Apartment Number: 399<br />Location: New York<br />Any other information you need..","Apartment Number: 400<br />Location: New York<br />Any other information you need..","Apartment Number: 401<br />Location: New York<br />Any other information you need..","Apartment Number: 402<br />Location: New York<br />Any other information you need..","Apartment Number: 403<br />Location: New York<br />Any other information you need..","Apartment Number: 404<br />Location: New York<br />Any other information you need..","Apartment Number: 405<br />Location: New York<br />Any other information you need..","Apartment Number: 406<br />Location: New York<br />Any other information you need..","Apartment Number: 407<br />Location: New York<br />Any other information you need..","Apartment Number: 408<br />Location: New York<br />Any other information you need..","Apartment Number: 409<br />Location: New York<br />Any other information you need..","Apartment Number: 410<br />Location: New York<br />Any other information you need..","Apartment Number: 411<br />Location: New York<br />Any other information you need..","Apartment Number: 412<br />Location: New York<br />Any other information you need..","Apartment Number: 413<br />Location: New York<br />Any other information you need..","Apartment Number: 414<br />Location: New York<br />Any other information you need..","Apartment Number: 415<br />Location: New York<br />Any other information you need..","Apartment Number: 416<br />Location: New York<br />Any other information you need..","Apartment Number: 417<br />Location: New York<br />Any other information you need..","Apartment Number: 418<br />Location: New York<br />Any other information you need..","Apartment Number: 419<br />Location: New York<br />Any other information you need..","Apartment Number: 420<br />Location: New York<br />Any other information you need..","Apartment Number: 421<br />Location: New York<br />Any other information you need..","Apartment Number: 422<br />Location: New York<br />Any other information you need..","Apartment Number: 423<br />Location: New York<br />Any other information you need..","Apartment Number: 424<br />Location: New York<br />Any other information you need..","Apartment Number: 425<br />Location: New York<br />Any other information you need..","Apartment Number: 426<br />Location: New York<br />Any other information you need..","Apartment Number: 427<br />Location: New York<br />Any other information you need..","Apartment Number: 428<br />Location: New York<br />Any other information you need..","Apartment Number: 429<br />Location: New York<br />Any other information you need..","Apartment Number: 430<br />Location: New York<br />Any other information you need..","Apartment Number: 431<br />Location: New York<br />Any other information you need..","Apartment Number: 432<br />Location: New York<br />Any other information you need..","Apartment Number: 433<br />Location: New York<br />Any other information you need..","Apartment Number: 434<br />Location: New York<br />Any other information you need..","Apartment Number: 435<br />Location: New York<br />Any other information you need..","Apartment Number: 436<br />Location: New York<br />Any other information you need..","Apartment Number: 437<br />Location: New York<br />Any other information you need..","Apartment Number: 438<br />Location: New York<br />Any other information you need..","Apartment Number: 439<br />Location: New York<br />Any other information you need..","Apartment Number: 440<br />Location: New York<br />Any other information you need..","Apartment Number: 441<br />Location: New York<br />Any other information you need..","Apartment Number: 442<br />Location: New York<br />Any other information you need..","Apartment Number: 443<br />Location: New York<br />Any other information you need..","Apartment Number: 444<br />Location: New York<br />Any other information you need..","Apartment Number: 445<br />Location: New York<br />Any other information you need..","Apartment Number: 446<br />Location: New York<br />Any other information you need..","Apartment Number: 447<br />Location: New York<br />Any other information you need..","Apartment Number: 448<br />Location: New York<br />Any other information you need..","Apartment Number: 449<br />Location: New York<br />Any other information you need..","Apartment Number: 450<br />Location: New York<br />Any other information you need..","Apartment Number: 451<br />Location: New York<br />Any other information you need..","Apartment Number: 452<br />Location: New York<br />Any other information you need..","Apartment Number: 453<br />Location: New York<br />Any other information you need..","Apartment Number: 454<br />Location: New York<br />Any other information you need..","Apartment Number: 455<br />Location: New York<br />Any other information you need..","Apartment Number: 456<br />Location: New York<br />Any other information you need..","Apartment Number: 457<br />Location: New York<br />Any other information you need..","Apartment Number: 458<br />Location: New York<br />Any other information you need..","Apartment Number: 459<br />Location: New York<br />Any other information you need..","Apartment Number: 460<br />Location: New York<br />Any other information you need..","Apartment Number: 461<br />Location: New York<br />Any other information you need..","Apartment Number: 462<br />Location: New York<br />Any other information you need..","Apartment Number: 463<br />Location: New York<br />Any other information you need..","Apartment Number: 464<br />Location: New York<br />Any other information you need..","Apartment Number: 465<br />Location: New York<br />Any other information you need..","Apartment Number: 466<br />Location: New York<br />Any other information you need..","Apartment Number: 467<br />Location: New York<br />Any other information you need..","Apartment Number: 468<br />Location: New York<br />Any other information you need..","Apartment Number: 469<br />Location: New York<br />Any other information you need..","Apartment Number: 470<br />Location: New York<br />Any other information you need..","Apartment Number: 471<br />Location: New York<br />Any other information you need..","Apartment Number: 472<br />Location: New York<br />Any other information you need..","Apartment Number: 473<br />Location: New York<br />Any other information you need..","Apartment Number: 474<br />Location: New York<br />Any other information you need..","Apartment Number: 475<br />Location: New York<br />Any other information you need..","Apartment Number: 476<br />Location: New York<br />Any other information you need..","Apartment Number: 477<br />Location: New York<br />Any other information you need..","Apartment Number: 478<br />Location: New York<br />Any other information you need..","Apartment Number: 479<br />Location: New York<br />Any other information you need..","Apartment Number: 480<br />Location: New York<br />Any other information you need..","Apartment Number: 481<br />Location: New York<br />Any other information you need..","Apartment Number: 482<br />Location: New York<br />Any other information you need..","Apartment Number: 483<br />Location: New York<br />Any other information you need..","Apartment Number: 484<br />Location: New York<br />Any other information you need..","Apartment Number: 485<br />Location: New York<br />Any other information you need..","Apartment Number: 486<br />Location: New York<br />Any other information you need..","Apartment Number: 487<br />Location: New York<br />Any other information you need..","Apartment Number: 488<br />Location: New York<br />Any other information you need..","Apartment Number: 489<br />Location: New York<br />Any other information you need..","Apartment Number: 490<br />Location: New York<br />Any other information you need..","Apartment Number: 491<br />Location: New York<br />Any other information you need..","Apartment Number: 492<br />Location: New York<br />Any other information you need..","Apartment Number: 493<br />Location: New York<br />Any other information you need..","Apartment Number: 494<br />Location: New York<br />Any other information you need..","Apartment Number: 495<br />Location: New York<br />Any other information you need..","Apartment Number: 496<br />Location: New York<br />Any other information you need..","Apartment Number: 497<br />Location: New York<br />Any other information you need..","Apartment Number: 498<br />Location: New York<br />Any other information you need..","Apartment Number: 499<br />Location: New York<br />Any other information you need..","Apartment Number: 500<br />Location: New York<br />Any other information you need..","Apartment Number: 501<br />Location: New York<br />Any other information you need..","Apartment Number: 502<br />Location: New York<br />Any other information you need..","Apartment Number: 503<br />Location: New York<br />Any other information you need..","Apartment Number: 504<br />Location: New York<br />Any other information you need..","Apartment Number: 505<br />Location: New York<br />Any other information you need..","Apartment Number: 506<br />Location: New York<br />Any other information you need..","Apartment Number: 507<br />Location: New York<br />Any other information you need..","Apartment Number: 508<br />Location: New York<br />Any other information you need..","Apartment Number: 509<br />Location: New York<br />Any other information you need..","Apartment Number: 510<br />Location: New York<br />Any other information you need..","Apartment Number: 511<br />Location: New York<br />Any other information you need..","Apartment Number: 512<br />Location: New York<br />Any other information you need..","Apartment Number: 513<br />Location: New York<br />Any other information you need..","Apartment Number: 514<br />Location: New York<br />Any other information you need..","Apartment Number: 515<br />Location: New York<br />Any other information you need..","Apartment Number: 516<br />Location: New York<br />Any other information you need..","Apartment Number: 517<br />Location: New York<br />Any other information you need..","Apartment Number: 518<br />Location: New York<br />Any other information you need..","Apartment Number: 519<br />Location: New York<br />Any other information you need..","Apartment Number: 520<br />Location: New York<br />Any other information you need..","Apartment Number: 521<br />Location: New York<br />Any other information you need..","Apartment Number: 522<br />Location: New York<br />Any other information you need..","Apartment Number: 523<br />Location: New York<br />Any other information you need..","Apartment Number: 524<br />Location: New York<br />Any other information you need..","Apartment Number: 525<br />Location: New York<br />Any other information you need..","Apartment Number: 526<br />Location: New York<br />Any other information you need..","Apartment Number: 527<br />Location: New York<br />Any other information you need..","Apartment Number: 528<br />Location: New York<br />Any other information you need..","Apartment Number: 529<br />Location: New York<br />Any other information you need..","Apartment Number: 530<br />Location: New York<br />Any other information you need..","Apartment Number: 531<br />Location: New York<br />Any other information you need..","Apartment Number: 532<br />Location: New York<br />Any other information you need..","Apartment Number: 533<br />Location: New York<br />Any other information you need..","Apartment Number: 534<br />Location: New York<br />Any other information you need..","Apartment Number: 535<br />Location: New York<br />Any other information you need..","Apartment Number: 536<br />Location: New York<br />Any other information you need..","Apartment Number: 537<br />Location: New York<br />Any other information you need..","Apartment Number: 538<br />Location: New York<br />Any other information you need..","Apartment Number: 539<br />Location: New York<br />Any other information you need..","Apartment Number: 540<br />Location: New York<br />Any other information you need..","Apartment Number: 541<br />Location: New York<br />Any other information you need..","Apartment Number: 542<br />Location: New York<br />Any other information you need..","Apartment Number: 543<br />Location: New York<br />Any other information you need..","Apartment Number: 544<br />Location: New York<br />Any other information you need..","Apartment Number: 545<br />Location: New York<br />Any other information you need..","Apartment Number: 546<br />Location: New York<br />Any other information you need..","Apartment Number: 547<br />Location: New York<br />Any other information you need..","Apartment Number: 548<br />Location: New York<br />Any other information you need..","Apartment Number: 549<br />Location: New York<br />Any other information you need..","Apartment Number: 550<br />Location: New York<br />Any other information you need..","Apartment Number: 551<br />Location: New York<br />Any other information you need..","Apartment Number: 552<br />Location: New York<br />Any other information you need..","Apartment Number: 553<br />Location: New York<br />Any other information you need..","Apartment Number: 554<br />Location: New York<br />Any other information you need..","Apartment Number: 555<br />Location: New York<br />Any other information you need..","Apartment Number: 556<br />Location: New York<br />Any other information you need..","Apartment Number: 557<br />Location: New York<br />Any other information you need..","Apartment Number: 558<br />Location: New York<br />Any other information you need..","Apartment Number: 559<br />Location: New York<br />Any other information you need..","Apartment Number: 560<br />Location: New York<br />Any other information you need..","Apartment Number: 561<br />Location: New York<br />Any other information you need..","Apartment Number: 562<br />Location: New York<br />Any other information you need..","Apartment Number: 563<br />Location: New York<br />Any other information you need..","Apartment Number: 564<br />Location: New York<br />Any other information you need..","Apartment Number: 565<br />Location: New York<br />Any other information you need..","Apartment Number: 566<br />Location: New York<br />Any other information you need..","Apartment Number: 567<br />Location: New York<br />Any other information you need..","Apartment Number: 568<br />Location: New York<br />Any other information you need..","Apartment Number: 569<br />Location: New York<br />Any other information you need..","Apartment Number: 570<br />Location: New York<br />Any other information you need..","Apartment Number: 571<br />Location: New York<br />Any other information you need..","Apartment Number: 572<br />Location: New York<br />Any other information you need..","Apartment Number: 573<br />Location: New York<br />Any other information you need..","Apartment Number: 574<br />Location: New York<br />Any other information you need..","Apartment Number: 575<br />Location: New York<br />Any other information you need..","Apartment Number: 576<br />Location: New York<br />Any other information you need..","Apartment Number: 577<br />Location: New York<br />Any other information you need..","Apartment Number: 578<br />Location: New York<br />Any other information you need..","Apartment Number: 579<br />Location: New York<br />Any other information you need..","Apartment Number: 580<br />Location: New York<br />Any other information you need..","Apartment Number: 581<br />Location: New York<br />Any other information you need..","Apartment Number: 582<br />Location: New York<br />Any other information you need..","Apartment Number: 583<br />Location: New York<br />Any other information you need..","Apartment Number: 584<br />Location: New York<br />Any other information you need..","Apartment Number: 585<br />Location: New York<br />Any other information you need..","Apartment Number: 586<br />Location: New York<br />Any other information you need..","Apartment Number: 587<br />Location: New York<br />Any other information you need..","Apartment Number: 588<br />Location: New York<br />Any other information you need..","Apartment Number: 589<br />Location: New York<br />Any other information you need..","Apartment Number: 590<br />Location: New York<br />Any other information you need..","Apartment Number: 591<br />Location: New York<br />Any other information you need..","Apartment Number: 592<br />Location: New York<br />Any other information you need..","Apartment Number: 593<br />Location: New York<br />Any other information you need..","Apartment Number: 594<br />Location: New York<br />Any other information you need..","Apartment Number: 595<br />Location: New York<br />Any other information you need..","Apartment Number: 596<br />Location: New York<br />Any other information you need..","Apartment Number: 597<br />Location: New York<br />Any other information you need..","Apartment Number: 598<br />Location: New York<br />Any other information you need..","Apartment Number: 599<br />Location: New York<br />Any other information you need..","Apartment Number: 600<br />Location: New York<br />Any other information you need..","Apartment Number: 601<br />Location: New York<br />Any other information you need..","Apartment Number: 602<br />Location: New York<br />Any other information you need..","Apartment Number: 603<br />Location: New York<br />Any other information you need..","Apartment Number: 604<br />Location: New York<br />Any other information you need..","Apartment Number: 605<br />Location: New York<br />Any other information you need..","Apartment Number: 606<br />Location: New York<br />Any other information you need..","Apartment Number: 607<br />Location: New York<br />Any other information you need..","Apartment Number: 608<br />Location: New York<br />Any other information you need..","Apartment Number: 609<br />Location: New York<br />Any other information you need..","Apartment Number: 610<br />Location: New York<br />Any other information you need..","Apartment Number: 611<br />Location: New York<br />Any other information you need..","Apartment Number: 612<br />Location: New York<br />Any other information you need..","Apartment Number: 613<br />Location: New York<br />Any other information you need..","Apartment Number: 614<br />Location: New York<br />Any other information you need..","Apartment Number: 615<br />Location: New York<br />Any other information you need..","Apartment Number: 616<br />Location: New York<br />Any other information you need..","Apartment Number: 617<br />Location: New York<br />Any other information you need..","Apartment Number: 618<br />Location: New York<br />Any other information you need..","Apartment Number: 619<br />Location: New York<br />Any other information you need..","Apartment Number: 620<br />Location: New York<br />Any other information you need..","Apartment Number: 621<br />Location: New York<br />Any other information you need..","Apartment Number: 622<br />Location: New York<br />Any other information you need..","Apartment Number: 623<br />Location: New York<br />Any other information you need..","Apartment Number: 624<br />Location: New York<br />Any other information you need..","Apartment Number: 625<br />Location: New York<br />Any other information you need..","Apartment Number: 626<br />Location: New York<br />Any other information you need..","Apartment Number: 627<br />Location: New York<br />Any other information you need..","Apartment Number: 628<br />Location: New York<br />Any other information you need..","Apartment Number: 629<br />Location: New York<br />Any other information you need..","Apartment Number: 630<br />Location: New York<br />Any other information you need..","Apartment Number: 631<br />Location: New York<br />Any other information you need..","Apartment Number: 632<br />Location: New York<br />Any other information you need..","Apartment Number: 633<br />Location: New York<br />Any other information you need..","Apartment Number: 634<br />Location: New York<br />Any other information you need..","Apartment Number: 635<br />Location: New York<br />Any other information you need..","Apartment Number: 636<br />Location: New York<br />Any other information you need..","Apartment Number: 637<br />Location: New York<br />Any other information you need..","Apartment Number: 638<br />Location: New York<br />Any other information you need..","Apartment Number: 639<br />Location: New York<br />Any other information you need..","Apartment Number: 640<br />Location: New York<br />Any other information you need..","Apartment Number: 641<br />Location: New York<br />Any other information you need..","Apartment Number: 642<br />Location: New York<br />Any other information you need..","Apartment Number: 643<br />Location: New York<br />Any other information you need..","Apartment Number: 644<br />Location: New York<br />Any other information you need..","Apartment Number: 645<br />Location: New York<br />Any other information you need..","Apartment Number: 646<br />Location: New York<br />Any other information you need..","Apartment Number: 647<br />Location: New York<br />Any other information you need..","Apartment Number: 648<br />Location: New York<br />Any other information you need..","Apartment Number: 649<br />Location: New York<br />Any other information you need..","Apartment Number: 650<br />Location: New York<br />Any other information you need..","Apartment Number: 651<br />Location: New York<br />Any other information you need..","Apartment Number: 652<br />Location: New York<br />Any other information you need..","Apartment Number: 653<br />Location: New York<br />Any other information you need..","Apartment Number: 654<br />Location: New York<br />Any other information you need..","Apartment Number: 655<br />Location: New York<br />Any other information you need..","Apartment Number: 656<br />Location: New York<br />Any other information you need..","Apartment Number: 657<br />Location: New York<br />Any other information you need..","Apartment Number: 658<br />Location: New York<br />Any other information you need..","Apartment Number: 659<br />Location: New York<br />Any other information you need..","Apartment Number: 660<br />Location: New York<br />Any other information you need..","Apartment Number: 661<br />Location: New York<br />Any other information you need..","Apartment Number: 662<br />Location: New York<br />Any other information you need..","Apartment Number: 663<br />Location: New York<br />Any other information you need..","Apartment Number: 664<br />Location: New York<br />Any other information you need..","Apartment Number: 665<br />Location: New York<br />Any other information you need..","Apartment Number: 666<br />Location: New York<br />Any other information you need..","Apartment Number: 667<br />Location: New York<br />Any other information you need..","Apartment Number: 668<br />Location: New York<br />Any other information you need..","Apartment Number: 669<br />Location: New York<br />Any other information you need..","Apartment Number: 670<br />Location: New York<br />Any other information you need..","Apartment Number: 671<br />Location: New York<br />Any other information you need..","Apartment Number: 672<br />Location: New York<br />Any other information you need..","Apartment Number: 673<br />Location: New York<br />Any other information you need..","Apartment Number: 674<br />Location: New York<br />Any other information you need..","Apartment Number: 675<br />Location: New York<br />Any other information you need..","Apartment Number: 676<br />Location: New York<br />Any other information you need..","Apartment Number: 677<br />Location: New York<br />Any other information you need..","Apartment Number: 678<br />Location: New York<br />Any other information you need..","Apartment Number: 679<br />Location: New York<br />Any other information you need..","Apartment Number: 680<br />Location: New York<br />Any other information you need..","Apartment Number: 681<br />Location: New York<br />Any other information you need..","Apartment Number: 682<br />Location: New York<br />Any other information you need..","Apartment Number: 683<br />Location: New York<br />Any other information you need..","Apartment Number: 684<br />Location: New York<br />Any other information you need..","Apartment Number: 685<br />Location: New York<br />Any other information you need..","Apartment Number: 686<br />Location: New York<br />Any other information you need..","Apartment Number: 687<br />Location: New York<br />Any other information you need..","Apartment Number: 688<br />Location: New York<br />Any other information you need..","Apartment Number: 689<br />Location: New York<br />Any other information you need..","Apartment Number: 690<br />Location: New York<br />Any other information you need..","Apartment Number: 691<br />Location: New York<br />Any other information you need..","Apartment Number: 692<br />Location: New York<br />Any other information you need..","Apartment Number: 693<br />Location: New York<br />Any other information you need..","Apartment Number: 694<br />Location: New York<br />Any other information you need..","Apartment Number: 695<br />Location: New York<br />Any other information you need..","Apartment Number: 696<br />Location: New York<br />Any other information you need..","Apartment Number: 697<br />Location: New York<br />Any other information you need..","Apartment Number: 698<br />Location: New York<br />Any other information you need..","Apartment Number: 699<br />Location: New York<br />Any other information you need..","Apartment Number: 700<br />Location: New York<br />Any other information you need..","Apartment Number: 701<br />Location: New York<br />Any other information you need..","Apartment Number: 702<br />Location: New York<br />Any other information you need..","Apartment Number: 703<br />Location: New York<br />Any other information you need..","Apartment Number: 704<br />Location: New York<br />Any other information you need..","Apartment Number: 705<br />Location: New York<br />Any other information you need..","Apartment Number: 706<br />Location: New York<br />Any other information you need..","Apartment Number: 707<br />Location: New York<br />Any other information you need..","Apartment Number: 708<br />Location: New York<br />Any other information you need..","Apartment Number: 709<br />Location: New York<br />Any other information you need..","Apartment Number: 710<br />Location: New York<br />Any other information you need..","Apartment Number: 711<br />Location: New York<br />Any other information you need..","Apartment Number: 712<br />Location: New York<br />Any other information you need..","Apartment Number: 713<br />Location: New York<br />Any other information you need..","Apartment Number: 714<br />Location: New York<br />Any other information you need..","Apartment Number: 715<br />Location: New York<br />Any other information you need..","Apartment Number: 716<br />Location: New York<br />Any other information you need..","Apartment Number: 717<br />Location: New York<br />Any other information you need..","Apartment Number: 718<br />Location: New York<br />Any other information you need..","Apartment Number: 719<br />Location: New York<br />Any other information you need..","Apartment Number: 720<br />Location: New York<br />Any other information you need..","Apartment Number: 721<br />Location: New York<br />Any other information you need..","Apartment Number: 722<br />Location: New York<br />Any other information you need..","Apartment Number: 723<br />Location: New York<br />Any other information you need..","Apartment Number: 724<br />Location: New York<br />Any other information you need..","Apartment Number: 725<br />Location: New York<br />Any other information you need..","Apartment Number: 726<br />Location: New York<br />Any other information you need..","Apartment Number: 727<br />Location: New York<br />Any other information you need..","Apartment Number: 728<br />Location: New York<br />Any other information you need..","Apartment Number: 729<br />Location: New York<br />Any other information you need..","Apartment Number: 730<br />Location: New York<br />Any other information you need..","Apartment Number: 731<br />Location: New York<br />Any other information you need..","Apartment Number: 732<br />Location: New York<br />Any other information you need..","Apartment Number: 733<br />Location: New York<br />Any other information you need..","Apartment Number: 734<br />Location: New York<br />Any other information you need..","Apartment Number: 735<br />Location: New York<br />Any other information you need..","Apartment Number: 736<br />Location: New York<br />Any other information you need..","Apartment Number: 737<br />Location: New York<br />Any other information you need..","Apartment Number: 738<br />Location: New York<br />Any other information you need..","Apartment Number: 739<br />Location: New York<br />Any other information you need..","Apartment Number: 740<br />Location: New York<br />Any other information you need..","Apartment Number: 741<br />Location: New York<br />Any other information you need..","Apartment Number: 742<br />Location: New York<br />Any other information you need..","Apartment Number: 743<br />Location: New York<br />Any other information you need..","Apartment Number: 744<br />Location: New York<br />Any other information you need..","Apartment Number: 745<br />Location: New York<br />Any other information you need..","Apartment Number: 746<br />Location: New York<br />Any other information you need..","Apartment Number: 747<br />Location: New York<br />Any other information you need..","Apartment Number: 748<br />Location: New York<br />Any other information you need..","Apartment Number: 749<br />Location: New York<br />Any other information you need..","Apartment Number: 750<br />Location: New York<br />Any other information you need..","Apartment Number: 751<br />Location: New York<br />Any other information you need..","Apartment Number: 752<br />Location: New York<br />Any other information you need..","Apartment Number: 753<br />Location: New York<br />Any other information you need..","Apartment Number: 754<br />Location: New York<br />Any other information you need..","Apartment Number: 755<br />Location: New York<br />Any other information you need..","Apartment Number: 756<br />Location: New York<br />Any other information you need..","Apartment Number: 757<br />Location: New York<br />Any other information you need..","Apartment Number: 758<br />Location: New York<br />Any other information you need..","Apartment Number: 759<br />Location: New York<br />Any other information you need..","Apartment Number: 760<br />Location: New York<br />Any other information you need..","Apartment Number: 761<br />Location: New York<br />Any other information you need..","Apartment Number: 762<br />Location: New York<br />Any other information you need..","Apartment Number: 763<br />Location: New York<br />Any other information you need..","Apartment Number: 764<br />Location: New York<br />Any other information you need..","Apartment Number: 765<br />Location: New York<br />Any other information you need..","Apartment Number: 766<br />Location: New York<br />Any other information you need..","Apartment Number: 767<br />Location: New York<br />Any other information you need..","Apartment Number: 768<br />Location: New York<br />Any other information you need..","Apartment Number: 769<br />Location: New York<br />Any other information you need..","Apartment Number: 770<br />Location: New York<br />Any other information you need..","Apartment Number: 771<br />Location: New York<br />Any other information you need..","Apartment Number: 772<br />Location: New York<br />Any other information you need..","Apartment Number: 773<br />Location: New York<br />Any other information you need..","Apartment Number: 774<br />Location: New York<br />Any other information you need..","Apartment Number: 775<br />Location: New York<br />Any other information you need..","Apartment Number: 776<br />Location: New York<br />Any other information you need..","Apartment Number: 777<br />Location: New York<br />Any other information you need..","Apartment Number: 778<br />Location: New York<br />Any other information you need..","Apartment Number: 779<br />Location: New York<br />Any other information you need..","Apartment Number: 780<br />Location: New York<br />Any other information you need..","Apartment Number: 781<br />Location: New York<br />Any other information you need..","Apartment Number: 782<br />Location: New York<br />Any other information you need..","Apartment Number: 783<br />Location: New York<br />Any other information you need..","Apartment Number: 784<br />Location: New York<br />Any other information you need..","Apartment Number: 785<br />Location: New York<br />Any other information you need..","Apartment Number: 786<br />Location: New York<br />Any other information you need..","Apartment Number: 787<br />Location: New York<br />Any other information you need..","Apartment Number: 788<br />Location: New York<br />Any other information you need..","Apartment Number: 789<br />Location: New York<br />Any other information you need..","Apartment Number: 790<br />Location: New York<br />Any other information you need..","Apartment Number: 791<br />Location: New York<br />Any other information you need..","Apartment Number: 792<br />Location: New York<br />Any other information you need..","Apartment Number: 793<br />Location: New York<br />Any other information you need..","Apartment Number: 794<br />Location: New York<br />Any other information you need..","Apartment Number: 795<br />Location: New York<br />Any other information you need..","Apartment Number: 796<br />Location: New York<br />Any other information you need..","Apartment Number: 797<br />Location: New York<br />Any other information you need..","Apartment Number: 798<br />Location: New York<br />Any other information you need..","Apartment Number: 799<br />Location: New York<br />Any other information you need..","Apartment Number: 800<br />Location: New York<br />Any other information you need..","Apartment Number: 801<br />Location: New York<br />Any other information you need..","Apartment Number: 802<br />Location: New York<br />Any other information you need..","Apartment Number: 803<br />Location: New York<br />Any other information you need..","Apartment Number: 804<br />Location: New York<br />Any other information you need..","Apartment Number: 805<br />Location: New York<br />Any other information you need..","Apartment Number: 806<br />Location: New York<br />Any other information you need..","Apartment Number: 807<br />Location: New York<br />Any other information you need..","Apartment Number: 808<br />Location: New York<br />Any other information you need..","Apartment Number: 809<br />Location: New York<br />Any other information you need..","Apartment Number: 810<br />Location: New York<br />Any other information you need..","Apartment Number: 811<br />Location: New York<br />Any other information you need..","Apartment Number: 812<br />Location: New York<br />Any other information you need..","Apartment Number: 813<br />Location: New York<br />Any other information you need..","Apartment Number: 814<br />Location: New York<br />Any other information you need..","Apartment Number: 815<br />Location: New York<br />Any other information you need..","Apartment Number: 816<br />Location: New York<br />Any other information you need..","Apartment Number: 817<br />Location: New York<br />Any other information you need..","Apartment Number: 818<br />Location: New York<br />Any other information you need..","Apartment Number: 819<br />Location: New York<br />Any other information you need..","Apartment Number: 820<br />Location: New York<br />Any other information you need..","Apartment Number: 821<br />Location: New York<br />Any other information you need..","Apartment Number: 822<br />Location: New York<br />Any other information you need..","Apartment Number: 823<br />Location: New York<br />Any other information you need..","Apartment Number: 824<br />Location: New York<br />Any other information you need..","Apartment Number: 825<br />Location: New York<br />Any other information you need..","Apartment Number: 826<br />Location: New York<br />Any other information you need..","Apartment Number: 827<br />Location: New York<br />Any other information you need..","Apartment Number: 828<br />Location: New York<br />Any other information you need..","Apartment Number: 829<br />Location: New York<br />Any other information you need..","Apartment Number: 830<br />Location: New York<br />Any other information you need..","Apartment Number: 831<br />Location: New York<br />Any other information you need..","Apartment Number: 832<br />Location: New York<br />Any other information you need..","Apartment Number: 833<br />Location: New York<br />Any other information you need..","Apartment Number: 834<br />Location: New York<br />Any other information you need..","Apartment Number: 835<br />Location: New York<br />Any other information you need..","Apartment Number: 836<br />Location: New York<br />Any other information you need..","Apartment Number: 837<br />Location: New York<br />Any other information you need..","Apartment Number: 838<br />Location: New York<br />Any other information you need..","Apartment Number: 839<br />Location: New York<br />Any other information you need..","Apartment Number: 840<br />Location: New York<br />Any other information you need..","Apartment Number: 841<br />Location: New York<br />Any other information you need..","Apartment Number: 842<br />Location: New York<br />Any other information you need..","Apartment Number: 843<br />Location: New York<br />Any other information you need..","Apartment Number: 844<br />Location: New York<br />Any other information you need..","Apartment Number: 845<br />Location: New York<br />Any other information you need..","Apartment Number: 846<br />Location: New York<br />Any other information you need..","Apartment Number: 847<br />Location: New York<br />Any other information you need..","Apartment Number: 848<br />Location: New York<br />Any other information you need..","Apartment Number: 849<br />Location: New York<br />Any other information you need..","Apartment Number: 850<br />Location: New York<br />Any other information you need..","Apartment Number: 851<br />Location: New York<br />Any other information you need..","Apartment Number: 852<br />Location: New York<br />Any other information you need..","Apartment Number: 853<br />Location: New York<br />Any other information you need..","Apartment Number: 854<br />Location: New York<br />Any other information you need..","Apartment Number: 855<br />Location: New York<br />Any other information you need..","Apartment Number: 856<br />Location: New York<br />Any other information you need..","Apartment Number: 857<br />Location: New York<br />Any other information you need..","Apartment Number: 858<br />Location: New York<br />Any other information you need..","Apartment Number: 859<br />Location: New York<br />Any other information you need..","Apartment Number: 860<br />Location: New York<br />Any other information you need..","Apartment Number: 861<br />Location: New York<br />Any other information you need..","Apartment Number: 862<br />Location: New York<br />Any other information you need..","Apartment Number: 863<br />Location: New York<br />Any other information you need..","Apartment Number: 864<br />Location: New York<br />Any other information you need..","Apartment Number: 865<br />Location: New York<br />Any other information you need..","Apartment Number: 866<br />Location: New York<br />Any other information you need..","Apartment Number: 867<br />Location: New York<br />Any other information you need..","Apartment Number: 868<br />Location: New York<br />Any other information you need..","Apartment Number: 869<br />Location: New York<br />Any other information you need..","Apartment Number: 870<br />Location: New York<br />Any other information you need..","Apartment Number: 871<br />Location: New York<br />Any other information you need..","Apartment Number: 872<br />Location: New York<br />Any other information you need..","Apartment Number: 873<br />Location: New York<br />Any other information you need..","Apartment Number: 874<br />Location: New York<br />Any other information you need..","Apartment Number: 875<br />Location: New York<br />Any other information you need..","Apartment Number: 876<br />Location: New York<br />Any other information you need..","Apartment Number: 877<br />Location: New York<br />Any other information you need..","Apartment Number: 878<br />Location: New York<br />Any other information you need..","Apartment Number: 879<br />Location: New York<br />Any other information you need..","Apartment Number: 880<br />Location: New York<br />Any other information you need..","Apartment Number: 881<br />Location: New York<br />Any other information you need..","Apartment Number: 882<br />Location: New York<br />Any other information you need..","Apartment Number: 883<br />Location: New York<br />Any other information you need..","Apartment Number: 884<br />Location: New York<br />Any other information you need..","Apartment Number: 885<br />Location: New York<br />Any other information you need..","Apartment Number: 886<br />Location: New York<br />Any other information you need..","Apartment Number: 887<br />Location: New York<br />Any other information you need..","Apartment Number: 888<br />Location: New York<br />Any other information you need..","Apartment Number: 889<br />Location: New York<br />Any other information you need..","Apartment Number: 890<br />Location: New York<br />Any other information you need..","Apartment Number: 891<br />Location: New York<br />Any other information you need..","Apartment Number: 892<br />Location: New York<br />Any other information you need..","Apartment Number: 893<br />Location: New York<br />Any other information you need..","Apartment Number: 894<br />Location: New York<br />Any other information you need..","Apartment Number: 895<br />Location: New York<br />Any other information you need..","Apartment Number: 896<br />Location: New York<br />Any other information you need..","Apartment Number: 897<br />Location: New York<br />Any other information you need..","Apartment Number: 898<br />Location: New York<br />Any other information you need..","Apartment Number: 899<br />Location: New York<br />Any other information you need..","Apartment Number: 900<br />Location: New York<br />Any other information you need..","Apartment Number: 901<br />Location: New York<br />Any other information you need..","Apartment Number: 902<br />Location: New York<br />Any other information you need..","Apartment Number: 903<br />Location: New York<br />Any other information you need..","Apartment Number: 904<br />Location: New York<br />Any other information you need..","Apartment Number: 905<br />Location: New York<br />Any other information you need..","Apartment Number: 906<br />Location: New York<br />Any other information you need..","Apartment Number: 907<br />Location: New York<br />Any other information you need..","Apartment Number: 908<br />Location: New York<br />Any other information you need..","Apartment Number: 909<br />Location: New York<br />Any other information you need..","Apartment Number: 910<br />Location: New York<br />Any other information you need..","Apartment Number: 911<br />Location: New York<br />Any other information you need..","Apartment Number: 912<br />Location: New York<br />Any other information you need..","Apartment Number: 913<br />Location: New York<br />Any other information you need..","Apartment Number: 914<br />Location: New York<br />Any other information you need..","Apartment Number: 915<br />Location: New York<br />Any other information you need..","Apartment Number: 916<br />Location: New York<br />Any other information you need..","Apartment Number: 917<br />Location: New York<br />Any other information you need..","Apartment Number: 918<br />Location: New York<br />Any other information you need..","Apartment Number: 919<br />Location: New York<br />Any other information you need..","Apartment Number: 920<br />Location: New York<br />Any other information you need..","Apartment Number: 921<br />Location: New York<br />Any other information you need..","Apartment Number: 922<br />Location: New York<br />Any other information you need..","Apartment Number: 923<br />Location: New York<br />Any other information you need..","Apartment Number: 924<br />Location: New York<br />Any other information you need..","Apartment Number: 925<br />Location: New York<br />Any other information you need..","Apartment Number: 926<br />Location: New York<br />Any other information you need..","Apartment Number: 927<br />Location: New York<br />Any other information you need..","Apartment Number: 928<br />Location: New York<br />Any other information you need..","Apartment Number: 929<br />Location: New York<br />Any other information you need..","Apartment Number: 930<br />Location: New York<br />Any other information you need..","Apartment Number: 931<br />Location: New York<br />Any other information you need..","Apartment Number: 932<br />Location: New York<br />Any other information you need..","Apartment Number: 933<br />Location: New York<br />Any other information you need..","Apartment Number: 934<br />Location: New York<br />Any other information you need..","Apartment Number: 935<br />Location: New York<br />Any other information you need..","Apartment Number: 936<br />Location: New York<br />Any other information you need..","Apartment Number: 937<br />Location: New York<br />Any other information you need..","Apartment Number: 938<br />Location: New York<br />Any other information you need..","Apartment Number: 939<br />Location: New York<br />Any other information you need..","Apartment Number: 940<br />Location: New York<br />Any other information you need..","Apartment Number: 941<br />Location: New 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Number: 953<br />Location: New York<br />Any other information you need..","Apartment Number: 954<br />Location: New York<br />Any other information you need..","Apartment Number: 955<br />Location: New York<br />Any other information you need..","Apartment Number: 956<br />Location: New York<br />Any other information you need..","Apartment Number: 957<br />Location: New York<br />Any other information you need..","Apartment Number: 958<br />Location: New York<br />Any other information you need..","Apartment Number: 959<br />Location: New York<br />Any other information you need..","Apartment Number: 960<br />Location: New York<br />Any other information you need..","Apartment Number: 961<br />Location: New York<br />Any other information you need..","Apartment Number: 962<br />Location: New York<br />Any other information you need..","Apartment Number: 963<br />Location: New York<br />Any other information you need..","Apartment Number: 964<br />Location: New York<br />Any other information you need..","Apartment Number: 965<br />Location: New York<br />Any other information you need..","Apartment Number: 966<br />Location: New York<br />Any other information you need..","Apartment Number: 967<br />Location: New York<br />Any other information you need..","Apartment Number: 968<br />Location: New York<br />Any other information you need..","Apartment Number: 969<br />Location: New York<br />Any other information you need..","Apartment Number: 970<br />Location: New York<br />Any other information you need..","Apartment Number: 971<br />Location: New York<br />Any other information you need..","Apartment Number: 972<br />Location: New York<br />Any other information you need..","Apartment Number: 973<br />Location: New York<br />Any other information you need..","Apartment Number: 974<br />Location: New York<br />Any other information you need..","Apartment Number: 975<br />Location: New York<br />Any other information you need..","Apartment Number: 976<br />Location: New York<br />Any other information you need..","Apartment Number: 977<br />Location: New York<br />Any other information you need..","Apartment Number: 978<br />Location: New York<br />Any other information you need..","Apartment Number: 979<br />Location: New York<br />Any other information you need..","Apartment Number: 980<br />Location: New York<br />Any other information you need..","Apartment Number: 981<br />Location: New York<br />Any other information you need..","Apartment Number: 982<br />Location: New York<br />Any other information you need..","Apartment Number: 983<br />Location: New York<br />Any other information you need..","Apartment Number: 984<br />Location: New York<br />Any other information you need..","Apartment Number: 985<br />Location: New York<br />Any other information you need..","Apartment Number: 986<br />Location: New York<br />Any other information you need..","Apartment Number: 987<br />Location: New York<br />Any other information you need..","Apartment Number: 988<br />Location: New York<br />Any other information you need..","Apartment Number: 989<br />Location: New York<br />Any other information you need..","Apartment Number: 990<br />Location: New York<br />Any other information you need..","Apartment Number: 991<br />Location: New York<br />Any other information you need..","Apartment Number: 992<br />Location: New York<br />Any other information you need..","Apartment Number: 993<br />Location: New York<br />Any other information you need..","Apartment Number: 994<br />Location: New York<br />Any other information you need..","Apartment Number: 995<br />Location: New York<br />Any other information you need..","Apartment Number: 996<br />Location: New York<br />Any other information you need..","Apartment Number: 997<br />Location: New York<br />Any other information you need..","Apartment Number: 998<br />Location: New York<br />Any other information you need..","Apartment Number: 999<br />Location: New York<br />Any other information you need..","Apartment Number: 1000<br />Location: New York<br />Any other information you need..","Apartment Number: 1001<br />Location: New York<br />Any other information you need..","Apartment Number: 1002<br />Location: New York<br />Any other information you need..","Apartment Number: 1003<br />Location: New York<br />Any other information you need..","Apartment Number: 1004<br />Location: New York<br />Any other information you need..","Apartment Number: 1005<br />Location: New York<br />Any other information you need..","Apartment Number: 1006<br />Location: New York<br />Any other information you need..","Apartment Number: 1007<br />Location: New York<br />Any other information you need..","Apartment Number: 1008<br />Location: New York<br />Any other information you need..","Apartment Number: 1009<br />Location: New York<br />Any other information you need..","Apartment Number: 1010<br />Location: New York<br />Any other information you need..","Apartment Number: 1011<br />Location: New York<br />Any other information you need..","Apartment Number: 1012<br />Location: New York<br />Any other information you need..","Apartment Number: 1013<br />Location: New York<br />Any other information you need..","Apartment Number: 1014<br />Location: New York<br />Any other information you need..","Apartment Number: 1015<br />Location: New York<br />Any other information you need..","Apartment Number: 1016<br />Location: New York<br />Any other information you need..","Apartment Number: 1017<br />Location: New York<br />Any other information you need..","Apartment Number: 1018<br />Location: New York<br />Any other information you need..","Apartment Number: 1019<br />Location: New York<br />Any other information you need..","Apartment Number: 1020<br />Location: New York<br />Any other information you need..","Apartment Number: 1021<br />Location: New York<br />Any other information you need..","Apartment Number: 1022<br />Location: New York<br />Any other information you need..","Apartment Number: 1023<br />Location: New York<br />Any other information you need..","Apartment Number: 1024<br />Location: New York<br />Any other information you need..","Apartment Number: 1025<br />Location: New York<br />Any other information you need..","Apartment Number: 1026<br />Location: New York<br />Any other information you need..","Apartment Number: 1027<br />Location: New York<br />Any other information you need..","Apartment Number: 1028<br />Location: New York<br />Any other information you need..","Apartment Number: 1029<br />Location: New York<br />Any other information you need..","Apartment Number: 1030<br />Location: New York<br />Any other information you need..","Apartment Number: 1031<br />Location: New York<br />Any other information you need..","Apartment Number: 1032<br />Location: New York<br />Any other information you need..","Apartment Number: 1033<br />Location: New York<br />Any other information you need..","Apartment Number: 1034<br />Location: New York<br />Any other information you need..","Apartment Number: 1035<br />Location: New York<br />Any other information you need..","Apartment Number: 1036<br />Location: New York<br />Any other information you need..","Apartment Number: 1037<br />Location: New York<br />Any other information you need..","Apartment Number: 1038<br />Location: New York<br />Any other information you need..","Apartment Number: 1039<br />Location: New York<br />Any other information you need..","Apartment Number: 1040<br />Location: New York<br />Any other information you need..","Apartment Number: 1041<br />Location: New York<br />Any other information you need..","Apartment Number: 1042<br />Location: New York<br />Any other information you need..","Apartment Number: 1043<br />Location: New York<br />Any other information you need..","Apartment Number: 1044<br />Location: New York<br />Any other information you need..","Apartment Number: 1045<br />Location: New York<br />Any other information you need..","Apartment Number: 1046<br />Location: New York<br />Any other information you need..","Apartment Number: 1047<br />Location: New York<br />Any other information you need..","Apartment Number: 1048<br />Location: New York<br />Any other information you need..","Apartment Number: 1049<br />Location: New York<br />Any other information you need..","Apartment Number: 1050<br />Location: New York<br />Any other information you need..","Apartment Number: 1051<br />Location: New York<br />Any other information you need..","Apartment Number: 1052<br />Location: New York<br />Any other information you need..","Apartment Number: 1053<br />Location: New York<br />Any other information you need..","Apartment Number: 1054<br />Location: New York<br />Any other information you need..","Apartment Number: 1055<br />Location: New York<br />Any other information you need..","Apartment Number: 1056<br />Location: New York<br />Any other information you need..","Apartment Number: 1057<br />Location: New York<br />Any other information you need..","Apartment Number: 1058<br />Location: New York<br />Any other information you need..","Apartment Number: 1059<br />Location: New York<br />Any other information you need..","Apartment Number: 1060<br />Location: New York<br />Any other information you need..","Apartment Number: 1061<br />Location: New York<br />Any other information you need..","Apartment Number: 1062<br />Location: New York<br />Any other information you need..","Apartment Number: 1063<br />Location: New York<br />Any other information you need..","Apartment Number: 1064<br />Location: New York<br />Any other information you need..","Apartment Number: 1065<br />Location: New York<br />Any other information you need..","Apartment Number: 1066<br />Location: New York<br />Any other information you need..","Apartment Number: 1067<br />Location: New York<br />Any other information you need..","Apartment Number: 1068<br />Location: New York<br />Any other information you need..","Apartment Number: 1069<br />Location: New York<br />Any other information you need..","Apartment Number: 1070<br />Location: New York<br />Any other information you need..","Apartment Number: 1071<br />Location: New York<br />Any other information you need..","Apartment Number: 1072<br />Location: New York<br />Any other information you need..","Apartment Number: 1073<br />Location: New York<br />Any other information you need..","Apartment Number: 1074<br />Location: New York<br />Any other information you need..","Apartment Number: 1075<br />Location: New York<br />Any other information you need..","Apartment Number: 1076<br />Location: New York<br />Any other information you need..","Apartment Number: 1077<br />Location: New York<br />Any other information you need..","Apartment Number: 1078<br />Location: New York<br />Any other information you need..","Apartment Number: 1079<br />Location: New York<br />Any other information you need..","Apartment Number: 1080<br />Location: New York<br />Any other information you need..","Apartment Number: 1081<br />Location: New York<br />Any other information you need..","Apartment Number: 1082<br />Location: New York<br />Any other information you need..","Apartment Number: 1083<br />Location: New York<br />Any other information you need..","Apartment Number: 1084<br />Location: New York<br />Any other information you need..","Apartment Number: 1085<br />Location: New York<br />Any other information you need..","Apartment Number: 1086<br />Location: New York<br />Any other information you need..","Apartment Number: 1087<br />Location: New York<br />Any other information you need..","Apartment Number: 1088<br />Location: New York<br />Any other information you need..","Apartment Number: 1089<br />Location: New York<br />Any other information you need..","Apartment Number: 1090<br />Location: New York<br />Any other information you need..","Apartment Number: 1091<br />Location: New York<br />Any other information you need..","Apartment Number: 1092<br />Location: New York<br />Any other information you need..","Apartment Number: 1093<br />Location: New York<br />Any other information you need..","Apartment Number: 1094<br />Location: New York<br />Any other information you need..","Apartment Number: 1095<br />Location: New York<br />Any other information you need..","Apartment Number: 1096<br />Location: New York<br />Any other information you need..","Apartment Number: 1097<br />Location: New York<br />Any other information you need..","Apartment Number: 1098<br />Location: New York<br />Any other information you need..","Apartment Number: 1099<br />Location: New York<br />Any other information you need..","Apartment Number: 1100<br />Location: New York<br />Any other information you need..","Apartment Number: 1101<br />Location: New York<br />Any other information you need..","Apartment Number: 1102<br />Location: New York<br />Any other 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1160<br />Location: New York<br />Any other information you need..","Apartment Number: 1161<br />Location: New York<br />Any other information you need..","Apartment Number: 1162<br />Location: New York<br />Any other information you need..","Apartment Number: 1163<br />Location: New York<br />Any other information you need..","Apartment Number: 1164<br />Location: New York<br />Any other information you need..","Apartment Number: 1165<br />Location: New York<br />Any other information you need..","Apartment Number: 1166<br />Location: New York<br />Any other information you need..","Apartment Number: 1167<br />Location: New York<br />Any other information you need..","Apartment Number: 1168<br />Location: New York<br />Any other information you need..","Apartment Number: 1169<br />Location: New York<br />Any other information you need..","Apartment Number: 1170<br />Location: New York<br />Any other information you need..","Apartment Number: 1171<br />Location: New York<br />Any other 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1183<br />Location: New York<br />Any other information you need..","Apartment Number: 1184<br />Location: New York<br />Any other information you need..","Apartment Number: 1185<br />Location: New York<br />Any other information you need..","Apartment Number: 1186<br />Location: New York<br />Any other information you need..","Apartment Number: 1187<br />Location: New York<br />Any other information you need..","Apartment Number: 1188<br />Location: New York<br />Any other information you need..","Apartment Number: 1189<br />Location: New York<br />Any other information you need..","Apartment Number: 1190<br />Location: New York<br />Any other information you need..","Apartment Number: 1191<br />Location: New York<br />Any other information you need..","Apartment Number: 1192<br />Location: New York<br />Any other information you need..","Apartment Number: 1193<br />Location: New York<br />Any other information you need..","Apartment Number: 1194<br />Location: New York<br />Any other 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1206<br />Location: New York<br />Any other information you need..","Apartment Number: 1207<br />Location: New York<br />Any other information you need..","Apartment Number: 1208<br />Location: New York<br />Any other information you need..","Apartment Number: 1209<br />Location: New York<br />Any other information you need..","Apartment Number: 1210<br />Location: New York<br />Any other information you need..","Apartment Number: 1211<br />Location: New York<br />Any other information you need..","Apartment Number: 1212<br />Location: New York<br />Any other information you need..","Apartment Number: 1213<br />Location: New York<br />Any other information you need..","Apartment Number: 1214<br />Location: New York<br />Any other information you need..","Apartment Number: 1215<br />Location: New York<br />Any other information you need..","Apartment Number: 1216<br />Location: New York<br />Any other information you need..","Apartment Number: 1217<br />Location: New York<br />Any other 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1229<br />Location: New York<br />Any other information you need..","Apartment Number: 1230<br />Location: New York<br />Any other information you need..","Apartment Number: 1231<br />Location: New York<br />Any other information you need..","Apartment Number: 1232<br />Location: New York<br />Any other information you need..","Apartment Number: 1233<br />Location: New York<br />Any other information you need..","Apartment Number: 1234<br />Location: New York<br />Any other information you need..","Apartment Number: 1235<br />Location: New York<br />Any other information you need..","Apartment Number: 1236<br />Location: New York<br />Any other information you need..","Apartment Number: 1237<br />Location: New York<br />Any other information you need..","Apartment Number: 1238<br />Location: New York<br />Any other information you need..","Apartment Number: 1239<br />Location: New York<br />Any other information you need..","Apartment Number: 1240<br />Location: New York<br />Any other 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1252<br />Location: New York<br />Any other information you need..","Apartment Number: 1253<br />Location: New York<br />Any other information you need..","Apartment Number: 1254<br />Location: New York<br />Any other information you need..","Apartment Number: 1255<br />Location: New York<br />Any other information you need..","Apartment Number: 1256<br />Location: New York<br />Any other information you need..","Apartment Number: 1257<br />Location: New York<br />Any other information you need..","Apartment Number: 1258<br />Location: New York<br />Any other information you need..","Apartment Number: 1259<br />Location: New York<br />Any other information you need..","Apartment Number: 1260<br />Location: New York<br />Any other information you need..","Apartment Number: 1261<br />Location: New York<br />Any other information you need..","Apartment Number: 1262<br />Location: New York<br />Any other information you need..","Apartment Number: 1263<br />Location: New York<br />Any other 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1275<br />Location: New York<br />Any other information you need..","Apartment Number: 1276<br />Location: New York<br />Any other information you need..","Apartment Number: 1277<br />Location: New York<br />Any other information you need..","Apartment Number: 1278<br />Location: New York<br />Any other information you need..","Apartment Number: 1279<br />Location: New York<br />Any other information you need..","Apartment Number: 1280<br />Location: New York<br />Any other information you need..","Apartment Number: 1281<br />Location: New York<br />Any other information you need..","Apartment Number: 1282<br />Location: New York<br />Any other information you need..","Apartment Number: 1283<br />Location: New York<br />Any other information you need..","Apartment Number: 1284<br />Location: New York<br />Any other information you need..","Apartment Number: 1285<br />Location: New York<br />Any other information you need..","Apartment Number: 1286<br />Location: New York<br />Any other 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1298<br />Location: New York<br />Any other information you need..","Apartment Number: 1299<br />Location: New York<br />Any other information you need..","Apartment Number: 1300<br />Location: New York<br />Any other information you need..","Apartment Number: 1301<br />Location: New York<br />Any other information you need..","Apartment Number: 1302<br />Location: New York<br />Any other information you need..","Apartment Number: 1303<br />Location: New York<br />Any other information you need..","Apartment Number: 1304<br />Location: New York<br />Any other information you need..","Apartment Number: 1305<br />Location: New York<br />Any other information you need..","Apartment Number: 1306<br />Location: New York<br />Any other information you need..","Apartment Number: 1307<br />Location: New York<br />Any other information you need..","Apartment Number: 1308<br />Location: New York<br />Any other information you need..","Apartment Number: 1309<br />Location: New York<br />Any other 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1459<br />Location: New York<br />Any other information you need..","Apartment Number: 1460<br />Location: New York<br />Any other information you need.."],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(105,179,162,1)","opacity":0.80000000000000004,"size":5.6692913385826778,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(105,179,162,1)"}},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":87.73100871731009,"r":39.850560398505614,"b":86.841012868410147,"l":78.538812785388146},"font":{"color":"rgba(0,0,0,1)","family":"Arial Narrow","size":15.276048152760483},"title":{"text":"<b> Ground living area partially explains sale price of apartments <\/b>","font":{"color":"rgba(0,0,0,1)","family":"Arial Narrow","size":15.940224159402241},"x":0,"xref":"paper"},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[68.599999999999966,5907.3999999999996],"tickmode":"array","ticktext":["1000","2000","3000","4000","5000"],"tickvals":[1000,1999.9999999999998,3000,4000,5000],"categoryorder":"array","categoryarray":["1000","2000","3000","4000","5000"],"nticks":null,"ticks":"","tickcolor":null,"ticklen":3.8190120381901207,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"Arial Narrow","size":15.276048152760483},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(204,204,204,1)","gridwidth":0.26567040265670405,"zeroline":false,"anchor":"y","title":{"text":"Ground living area","font":{"color":"rgba(0,0,0,1)","family":"Arial Narrow","size":11.955168119551681}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-1.105000000000004,791.005],"tickmode":"array","ticktext":["0","200","400","600"],"tickvals":[0,200,400,600],"categoryorder":"array","categoryarray":["0","200","400","600"],"nticks":null,"ticks":"","tickcolor":null,"ticklen":3.8190120381901207,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"Arial Narrow","size":15.276048152760483},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(204,204,204,1)","gridwidth":0.26567040265670405,"zeroline":false,"anchor":"x","title":{"text":"Sale price (k$)","font":{"color":"rgba(0,0,0,1)","family":"Arial Narrow","size":11.955168119551681}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":false,"legend":{"bgcolor":null,"bordercolor":null,"borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"Arial Narrow","size":12.220838522208387}},"hovermode":"closest","barmode":"relative"},"config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"source":"A","attrs":{"17fb847de33b3":{"x":{},"y":{},"text":{},"type":"scatter"}},"cur_data":"17fb847de33b3","visdat":{"17fb847de33b3":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
<p>##Marginal distribution If the number of data points on the
scatterplot is high, it is a good practice to display the marginal
distributions arount the graphic.</p>
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a>data <span class="sc">%&gt;%</span></span>
<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea, <span class="at">y=</span>SalePrice)) <span class="sc">+</span></span>
<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>    <span class="fu">geom_point</span>() <span class="co">#%&gt;%</span></span></code></pre></div>
<p><img src="TwoNum_files/figure-html/unnamed-chunk-6-1.png" width="672" /></p>
<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a>    <span class="co">#ggMarginal(type=&quot;histogram&quot;)</span></span></code></pre></div>
<p>#Overplotting *** The most common pitfall with scatterplot is
overplotting: when the sample size gets big, dots are plotted on top of
each other what makes the chart unreadable. There are several work
around to avoid this issue as describe in this <a href="">specific
post</a>. Here is a summary of the different offered techniques:</p>
<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="co"># code for all graphics:</span></span>
<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a>p <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb11-3"><a href="#cb11-3" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea, <span class="at">y=</span>SalePrice<span class="sc">/</span><span class="dv">1000</span>)) <span class="sc">+</span></span>
<span id="cb11-4"><a href="#cb11-4" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb11-5"><a href="#cb11-5" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb11-6"><a href="#cb11-6" tabindex="-1"></a>      <span class="at">plot.title =</span> <span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>)</span>
<span id="cb11-7"><a href="#cb11-7" tabindex="-1"></a>    ) <span class="sc">+</span></span>
<span id="cb11-8"><a href="#cb11-8" tabindex="-1"></a>    <span class="fu">ylab</span>(<span class="st">&#39;Sale price (k$)&#39;</span>) <span class="sc">+</span></span>
<span id="cb11-9"><a href="#cb11-9" tabindex="-1"></a>    <span class="fu">xlab</span>(<span class="st">&#39;Ground living area&#39;</span>)</span>
<span id="cb11-10"><a href="#cb11-10" tabindex="-1"></a></span>
<span id="cb11-11"><a href="#cb11-11" tabindex="-1"></a><span class="co"># Reduce dot size</span></span>
<span id="cb11-12"><a href="#cb11-12" tabindex="-1"></a>p1 <span class="ot">&lt;-</span> p <span class="sc">+</span> <span class="fu">geom_point</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>, <span class="at">size=</span><span class="fl">0.2</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Dot size&quot;</span>)</span>
<span id="cb11-13"><a href="#cb11-13" tabindex="-1"></a></span>
<span id="cb11-14"><a href="#cb11-14" tabindex="-1"></a><span class="co"># Use density estimate</span></span>
<span id="cb11-15"><a href="#cb11-15" tabindex="-1"></a>p2 <span class="ot">&lt;-</span> p <span class="sc">+</span> <span class="fu">geom_density2d</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Density 2d: contour&quot;</span>)</span>
<span id="cb11-16"><a href="#cb11-16" tabindex="-1"></a></span>
<span id="cb11-17"><a href="#cb11-17" tabindex="-1"></a><span class="co"># Use density estimate (area)</span></span>
<span id="cb11-18"><a href="#cb11-18" tabindex="-1"></a>p3 <span class="ot">&lt;-</span> p <span class="sc">+</span> <span class="fu">stat_density_2d</span>(<span class="fu">aes</span>(<span class="at">fill =</span> ..level..), <span class="at">geom =</span> <span class="st">&quot;polygon&quot;</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Density 2d: area&quot;</span>) <span class="sc">+</span> <span class="fu">theme</span>(<span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>)</span>
<span id="cb11-19"><a href="#cb11-19" tabindex="-1"></a></span>
<span id="cb11-20"><a href="#cb11-20" tabindex="-1"></a><span class="co"># With raster</span></span>
<span id="cb11-21"><a href="#cb11-21" tabindex="-1"></a>p4 <span class="ot">&lt;-</span> p <span class="sc">+</span></span>
<span id="cb11-22"><a href="#cb11-22" tabindex="-1"></a>  <span class="fu">stat_density_2d</span>(<span class="fu">aes</span>(<span class="at">fill =</span> ..density..), <span class="at">geom =</span> <span class="st">&quot;raster&quot;</span>, <span class="at">contour =</span> <span class="cn">FALSE</span>) <span class="sc">+</span></span>
<span id="cb11-23"><a href="#cb11-23" tabindex="-1"></a>  <span class="fu">scale_fill_distiller</span>(<span class="at">palette=</span><span class="dv">4</span>, <span class="at">direction=</span><span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb11-24"><a href="#cb11-24" tabindex="-1"></a>  <span class="fu">scale_x_continuous</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span>
<span id="cb11-25"><a href="#cb11-25" tabindex="-1"></a>  <span class="fu">scale_y_continuous</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span>
<span id="cb11-26"><a href="#cb11-26" tabindex="-1"></a>  <span class="fu">theme</span>(</span>
<span id="cb11-27"><a href="#cb11-27" tabindex="-1"></a>    <span class="at">legend.position=</span><span class="st">&#39;none&#39;</span></span>
<span id="cb11-28"><a href="#cb11-28" tabindex="-1"></a>  ) <span class="sc">+</span></span>
<span id="cb11-29"><a href="#cb11-29" tabindex="-1"></a>  <span class="fu">ggtitle</span>(<span class="st">&quot;Density 2d: raster&quot;</span>) <span class="sc">+</span></span>
<span id="cb11-30"><a href="#cb11-30" tabindex="-1"></a>  <span class="fu">xlim</span>(<span class="dv">0</span>,<span class="dv">2500</span>) <span class="sc">+</span></span>
<span id="cb11-31"><a href="#cb11-31" tabindex="-1"></a>  <span class="fu">ylim</span>(<span class="dv">0</span>,<span class="dv">400</span>)</span>
<span id="cb11-32"><a href="#cb11-32" tabindex="-1"></a></span>
<span id="cb11-33"><a href="#cb11-33" tabindex="-1"></a><span class="co"># Hexbin</span></span>
<span id="cb11-34"><a href="#cb11-34" tabindex="-1"></a>p5 <span class="ot">&lt;-</span> p <span class="sc">+</span> <span class="fu">geom_hex</span>() <span class="sc">+</span></span>
<span id="cb11-35"><a href="#cb11-35" tabindex="-1"></a>    <span class="fu">scale_fill_viridis</span>() <span class="sc">+</span></span>
<span id="cb11-36"><a href="#cb11-36" tabindex="-1"></a>    <span class="fu">theme</span>(<span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>) <span class="sc">+</span></span>
<span id="cb11-37"><a href="#cb11-37" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Hexbin&quot;</span>)</span>
<span id="cb11-38"><a href="#cb11-38" tabindex="-1"></a></span>
<span id="cb11-39"><a href="#cb11-39" tabindex="-1"></a><span class="co"># 2d histogram</span></span>
<span id="cb11-40"><a href="#cb11-40" tabindex="-1"></a>p6 <span class="ot">&lt;-</span> p <span class="sc">+</span> <span class="fu">geom_bin2d</span>( ) <span class="sc">+</span></span>
<span id="cb11-41"><a href="#cb11-41" tabindex="-1"></a>    <span class="fu">scale_fill_viridis</span>( ) <span class="sc">+</span></span>
<span id="cb11-42"><a href="#cb11-42" tabindex="-1"></a>    <span class="fu">theme</span>(<span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>)  <span class="sc">+</span></span>
<span id="cb11-43"><a href="#cb11-43" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;2d histogram&quot;</span>)</span>
<span id="cb11-44"><a href="#cb11-44" tabindex="-1"></a></span>
<span id="cb11-45"><a href="#cb11-45" tabindex="-1"></a>p1 <span class="sc">+</span> p2 <span class="sc">+</span> p3 <span class="sc">+</span> p4 <span class="sc">+</span> p5 <span class="sc">+</span> p6 <span class="sc">+</span> <span class="fu">plot_layout</span>(<span class="at">ncol =</span> <span class="dv">2</span>)</span></code></pre></div>
<p><img src="TwoNum_files/figure-html/unnamed-chunk-7-1.png" width="768" style="display: block; margin: auto;" /></p>

          <!-- Insert code for related graphics  -->
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            <img class="mylogoheader"
            src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Box1Small.png></a
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            <img class="mylogoheader"
            src=https://github.com/holtzy/data_to_viz/raw/master/img/section/ScatterPlotSmall.png></a
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            <img class="mylogoheader"
            src=https://github.com/holtzy/data_to_viz/raw/master/img/section/2dDensitySmall.png></a
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<p style="text-align: center;">A work by <a href="https://github.com/holtzy/">Yan Holtz</a> for <a href="https://data-to-viz.com">data-to-viz.com</a></p>

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